Every model

Name: YFarmX AI Fingerprinting: the full model catalogue
Creator: YFarmX
License: https://yfarmx.com/ai/models/data/

Editorial illustration of the AI model catalogue.

Most models are exactly what the label says. The 126 where the measurement adds something the label leaves out, or leaves a question open, come first.

Models measured: 337
Distinct fingerprints: 69
Worth a look: 126

measurement had something to addwithdrawnconfirmed the labelvariant or alias

Showing all 337 entries.

AionLabs: Aion 3.5aion-labs/aion-3.5its own Aion Labs tokenizer groupVery high

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: its own Aion Labs tokenizer group
Why very high: an exact fingerprint shared with 1 model and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_13620098 · shared with 1 other model
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 5 October 2026

Full record Shares with AionLabs: Aion 3.5 Mini

AionLabs: Aion 3.5 Miniaion-labs/aion-3.5-miniits own Aion Labs tokenizer groupVery high

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: its own Aion Labs tokenizer group
Why very high: an exact fingerprint shared with 1 model and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_13620098 · shared with 1 other model
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.70 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 5 October 2026
Verified finding: Measured on 5 October 2026. The OpenRouter listing describes Aion 3.5 Mini as built on the GLM family of models, and Aion 3.0, which carries the same sentence, does measure with the GLM group on all 50 strings. Aion 3.5 Mini agrees with its sibling Aion 3.5 on…

Full record Shares with AionLabs: Aion 3.5

AionLabs: Aion-2.0aion-labs/aion-2.0its own Aion Labs tokenizer groupModerate

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: its own Aion Labs tokenizer group
Why moderate: an exact fingerprint match with one sibling only, and no second signal of a different kind yet
Fingerprint: tk_d3c6ae80 · shared with 1 other model
Context: 131,072
Max output: 32,768
Modalities: text->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 23 February 2026
Last tested: 3 September 2026

Full record Shares with AionLabs: Aion-3.0-Mini

AionLabs: Aion-3.0aion-labs/aion-3.0builds on the Z.ai tokenizerModerate

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: builds on the Z.ai tokenizer
Why moderate: one template-boundary shift from the group rather than an exact signature member
Fingerprint: tk_c018f9f2 · unique so far
Context: 131,072
Max output: 32,768
Modalities: text->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 7 July 2026
Last tested: 3 September 2026

Full record

AionLabs: Aion-3.0-Miniaion-labs/aion-3.0-miniits own Aion Labs tokenizer groupModerate

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: its own Aion Labs tokenizer group
Why moderate: an exact fingerprint match with one sibling only, and no second signal of a different kind yet
Fingerprint: tk_d3c6ae80 · shared with 1 other model
Context: 131,072
Max output: 32,768
Modalities: text->text
Prompt price: $0.70 / M tokens
Entered the catalogue: 7 July 2026
Last tested: 3 September 2026

Full record Shares with AionLabs: Aion-2.0

AionLabs: Aion-RP 1.0 (8B)aion-labs/aion-rp-llama-3.1-8bmeasured, matches nothing else yetMeasured

Maker: Aion Labs
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_559886c2 · unique so far
Context: 32,768
Max output: undeclared
Modalities: text->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 4 February 2025
Last tested: 3 September 2026

Full record

Amazon: Nova 2 Liteamazon/nova-2-lite-v1measured, matches nothing else yetMeasured

Maker: Amazon
Label on the catalogue: Nova
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_f04fd33e · unique so far
Context: 1,000,000
Max output: 65,535
Modalities: text+image+file+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 2 December 2025
Last tested: 21 August 2026

Full record

Amazon: Nova Premier 1.0amazon/nova-premier-v1measured, matches nothing else yetMeasured

Maker: Amazon
Label on the catalogue: Nova
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_79cd40d1 · unique so far
Context: 1,000,000
Max output: 32,000
Modalities: text+image->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 31 October 2025
Last tested: 3 September 2026

Full record

Anthropic: Claude 3 Haikuanthropic/claude-3-haikuwithdrawn from the catalogue · measured as built on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: withdrawn from the catalogue · measured as built on the Claude tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_2d06485c · shared with 4 other models
Context: 200,000
Max output: 4,096
Modalities: text+image->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 13 March 2024
Last tested: 21 August 2026

Full record Shares with Anthropic: Claude Opus 4.5

Anthropic: Claude Haiku 5.5anthropic/claude-haiku-5.5builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_310f7ba9 · shared with 1 other model
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 7 October 2026
Last tested: 8 October 2026
Verified finding: Measured on 8 October 2026, the day after it was listed. Claude Haiku 5.5 counts tokens exactly as Claude Sonnet 5.5 does on all 50 strings, and as Claude Opus 5.5, Opus 5 and Fable 5.1 do on the 49 they return (Anthropic's input filter stops the base64 string…

Full record Shares with Anthropic: Claude Sonnet 5.5

Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7measured, matches nothing else yetMeasured

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: measured, matches nothing else yet
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 16 April 2026
Last tested: 3 September 2026

Full record

Anthropic: Claude Opus 5.5anthropic/claude-opus-5.5builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-opus-5, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $4.00 / M tokens
Entered the catalogue: 22 September 2026
Last tested: 5 October 2026
Verified finding: Opus 5.5 reads text with the same tokenizer as Opus 5 and Fable 5.1: all 49 measured strings return identical counts, measured on its release day. Its serving envelope matches Fable 5.1 in two further ways. The chat template adds 8 tokens to every request, aga…

Full record

Apodex: Apodex 1.1 Mini (free)apodex/apodex-1.1-mini:freebuilds on the Qwen tokenizerHigh

Maker: Apodex
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0 / M tokens
Entered the catalogue: 1 October 2026
Last tested: 5 October 2026

Full record Shares with Nex AGI: Nex-N2.5-Pro

Arcee AI: Trinity Large Thinkingarcee-ai/trinity-large-thinkingmeasured, matches nothing else yetMeasured

Maker: Arcee AI
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_a8b24bf6 · unique so far
Context: 262,144
Max output: 80,000
Modalities: text->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 1 April 2026
Last tested: 21 August 2026

Full record

Baidu: ERNIE 4.5 VL 424B A47B baidu/ernie-4.5-vl-424b-a47bmeasured, matches nothing else yetMeasured

Maker: Baidu
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_41571a13 · unique so far
Context: 123,000
Max output: 16,000
Modalities: text+image->text
Prompt price: $0.42 / M tokens
Entered the catalogue: 30 June 2025
Last tested: 22 August 2026

Full record

ByteDance Seed: Seed 1.6bytedance-seed/seed-1.6its own ByteDance Seed tokenizer groupVery high

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why very high: an exact fingerprint shared with 5 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: 32,768
Modalities: text+image+video->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 23 December 2025
Last tested: 21 August 2026

Full record Shares with ByteDance Seed: Seed 2.1 Turbo

ByteDance Seed: Seed 1.6 Flashbytedance-seed/seed-1.6-flashits own ByteDance Seed tokenizer groupVery high

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why very high: an exact fingerprint shared with 5 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: 32,768
Modalities: text+image+video->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 23 December 2025
Last tested: 21 August 2026

Full record Shares with ByteDance Seed: Seed 2.1 Turbo

ByteDance Seed: Seed 2.1 Turbobytedance-seed/seed-2-1-turboits own ByteDance Seed tokenizer groupHigh

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 12 August 2026
Last tested: 5 October 2026

Full record Shares with ByteDance Seed: Seed-2.0-Code

ByteDance Seed: Seed-2.0-Codebytedance-seed/seed-2.0-codeits own ByteDance Seed tokenizer groupHigh

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 12 August 2026
Last tested: 22 August 2026

Full record Shares with ByteDance Seed: Seed 2.1 Turbo

ByteDance Seed: Seed-2.0-Litebytedance-seed/seed-2.0-liteits own ByteDance Seed tokenizer groupHigh

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 10 March 2026
Last tested: 21 August 2026

Full record Shares with ByteDance Seed: Seed 2.1 Turbo

ByteDance Seed: Seed-2.0-Minibytedance-seed/seed-2.0-miniits own ByteDance Seed tokenizer groupHigh

Maker: ByteDance Seed
Label on the catalogue: no family named
What the measurement says: its own ByteDance Seed tokenizer group
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_25bf52d0 · shared with 5 other models
Context: 262,144
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 26 February 2026
Last tested: 21 August 2026

Full record Shares with ByteDance Seed: Seed 2.1 Turbo

ByteDance: UI-TARS 7B bytedance/ui-tars-1.5-7bbuilds on the Qwen tokenizerHigh

Maker: Bytedance
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 128,000
Max output: 2,048
Modalities: text+image->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 22 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Cohere: Command Acohere/command-aits own Cohere tokenizer groupHigh

Maker: Cohere
Label on the catalogue: no family named
What the measurement says: its own Cohere tokenizer group
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_2729e470 · shared with 1 other model
Context: 256,000
Max output: 8,192
Modalities: text->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 13 March 2025
Last tested: 5 October 2026

Full record Shares with Cohere: Command R7B (12-2024)

DeepSeek: DeepSeek V3.2deepseek/deepseek-v3.2its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 163,840
Max output: 65,536
Modalities: text->text
Prompt price: $0.28 / M tokens
Entered the catalogue: 1 December 2025
Last tested: 21 August 2026
Verified finding: Re-measured on 5 October 2026 pinned to each of two providers. DigitalOcean reproduced the 21 August reading on every one of the 49 strings it answered cleanly. AtlasCloud, which served the August reading, now counts one string, the mathematical-alphabet chara…

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: R1 Distill Llama 70Bdeepseek/deepseek-r1-distill-llama-70bwithdrawn from the catalogue · measured as its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: Llama3
What the measurement says: withdrawn from the catalogue · measured as its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_869dc1cf · shared with 2 other models
Context: 8,192
Max output: undeclared
Modalities: text->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 23 January 2025
Last tested: 21 August 2026
Verified finding: The mismatch was traced to the serving layer, not the label. The model's own repository tokenizer, run over the same 50 strings offline, is Llama 3's exactly (50 of 50, vocabulary 128,256), so the catalogue's Llama3 tag is right about the weights. The endpoint…

Full record Shares with DeepSeek: DeepSeek V3.1

Dots Studio: Dots3-Note Preview (free)dots-studio/dots-3-note-preview:freebuilds on the Qwen tokenizerHigh

Maker: Dots Studio
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 512,000
Max output: undeclared
Modalities: text+image->text
Prompt price: $0 / M tokens
Entered the catalogue: 14 August 2026
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Fireworks: Ember-1fireworks/ember-1builds on the Moonshot AI tokenizerHigh

Maker: Fireworks
Label on the catalogue: no family named
What the measurement says: builds on the Moonshot AI tokenizer
Why high: an exact fingerprint shared with 4 models
Fingerprint: tk_ea6068bf · shared with 4 other models
Context: 1,048,576
Max output: undeclared
Modalities: text+image->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 24 September 2026
Last tested: 5 October 2026
Verified finding: Listed on OpenRouter at 00:07 UTC on 24 September 2026 and measured the same day. Fireworks describes Ember-1 as a reasoning model from Fireworks Research built on Moonshot AI's Kimi K3, trained to reach Kimi K3's quality with about 40% fewer tokens. Its token…

Full record Shares with MoonshotAI: Kimi K3

Google: Gemini 2.5 Pro Preview 05-06google/gemini-2.5-pro-preview-05-06withdrawn from the catalogue · measured as built on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: withdrawn from the catalogue · measured as built on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,535
Modalities: text+image+file+audio+video->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 7 May 2025
Last tested: 3 September 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemma 2 27Bgoogle/gemma-2-27b-itmeasured, matches nothing else yetMeasured

Maker: Google
Label on the catalogue: Gemini
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_a73edaf2 · unique so far
Context: 8,192
Max output: 2,048
Modalities: text->text
Prompt price: $0.65 / M tokens
Entered the catalogue: 13 July 2024
Last tested: 3 September 2026

Full record

Google: Gemma 3n 4Bgoogle/gemma-3n-e4b-itwithdrawn from the catalogue · measured as built on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Gemini tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_a15512c7 · unique so far
Context: 32,768
Max output: –
Modalities: text->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 20 May 2025
Last tested: 21 August 2026

Full record

Google: Lyria 3 Clip Previewgoogle/lyria-3-clip-previewmeasured, matches nothing else yetMeasured

Maker: Google
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Context: 1,048,576
Max output: 65,536
Modalities: text+image->text+audio
Prompt price: $0 / M tokens
Entered the catalogue: 30 March 2026
Last tested: 3 September 2026

Full record

IBM: Granite 4.0 Microibm-granite/granite-4.0-h-microbuilds on the OpenAI cl100k tokenizerHigh

Maker: IBM
Label on the catalogue: no family named
What the measurement says: builds on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 131,000
Max output: undeclared
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 20 October 2025
Last tested: 21 August 2026
Verified finding: Granite 4.0's endpoint counts match OpenAI's open cl100k_base encoding on all 50 strings, and its repository declares the matching 100,352-entry vocabulary. Microsoft's Phi-4 measures identically, which is why two rival labs share one signature group: both ado…

Full record Shares with Microsoft: Phi 4

IBM: Granite 4.1 8Bibm-granite/granite-4.1-8bwithdrawn from the catalogue · measured as built on the OpenAI cl100k tokenizerHigh

Maker: IBM
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 30 April 2026
Last tested: 21 August 2026
Verified finding: Granite 4.1's endpoint counts match OpenAI's open cl100k_base encoding on all 50 strings, the same result as Granite 4.0 and Microsoft's Phi-4. The three share one signature group because both labs adopted the tokenizer OpenAI released as open source with tikt…

Full record Shares with IBM: Granite 4.0 Micro

IBM: Granite 4.2 8Bibm-granite/granite-4.2-8bbuilds on the Inference Net tokenizerModerate

Maker: IBM
Label on the catalogue: no family named
What the measurement says: builds on the Inference Net tokenizer
Why moderate: an exact fingerprint match with one sibling only, and no second signal of a different kind yet
Fingerprint: tk_b6cc7610 · shared with 1 other model
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 31 August 2026
Last tested: 3 September 2026

Full record Shares with Inference.net: Schematron V2 Turbo

inclusionAI: Ling 3.0 Flashinclusionai/ling-3.0-flashits own InclusionAI tokenizer groupHigh

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: its own InclusionAI tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 23 July 2026
Last tested: 21 August 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling 3.0 Flash Fininclusionai/ling-3.0-flash-finits own InclusionAI tokenizer groupHigh

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: its own InclusionAI tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 27 August 2026
Last tested: 3 September 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling 3.0 Flash Sante (free)inclusionai/ling-3.0-flash-sante:freeits own InclusionAI tokenizer groupHigh

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: its own InclusionAI tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0 / M tokens
Entered the catalogue: 4 September 2026
Last tested: 5 October 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling 3.0 Flash VLinclusionai/ling-3.0-flash-vlits own InclusionAI tokenizer groupHigh

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: its own InclusionAI tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text+image+video->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 10 September 2026
Last tested: 5 October 2026

Full record Shares with inclusionAI: Ling 3.0 Flash Sante (free)

inclusionAI: Ling-2.6-1Tinclusionai/ling-2.6-1twithdrawn from the catalogue · measured as its own InclusionAI tokenizer groupVery high

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as its own InclusionAI tokenizer group
Why very high: an exact fingerprint shared with 6 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 23 April 2026
Last tested: 21 August 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ling-2.6-flashinclusionai/ling-2.6-flashwithdrawn from the catalogue · measured as its own InclusionAI tokenizer groupVery high

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as its own InclusionAI tokenizer group
Why very high: an exact fingerprint shared with 6 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.01 / M tokens
Entered the catalogue: 21 April 2026
Last tested: 21 August 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

inclusionAI: Ring-2.6-1Tinclusionai/ring-2.6-1twithdrawn from the catalogue · measured as its own InclusionAI tokenizer groupHigh

Maker: InclusionAI
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as its own InclusionAI tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_fc5a4585 · shared with 6 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 8 May 2026
Last tested: 21 August 2026

Full record Shares with inclusionAI: Ling 3.0 Flash VL

Inference.net: Schematron V2 Smallinference-net/schematron-v2-smallbuilds on the Llama3 tokenizerHigh

Maker: Inference Net
Label on the catalogue: no family named
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 128,000
Max output: 4,096
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 12 September 2026
Last tested: 5 October 2026

Full record Shares with Perplexity: Sonar Pro

Inference.net: Schematron V2 Turboinference-net/schematron-v2-turbobuilds on the IBM tokenizerModerate

Maker: Inference Net
Label on the catalogue: no family named
What the measurement says: builds on the IBM tokenizer
Why moderate: an exact fingerprint match with one sibling only, and no second signal of a different kind yet
Fingerprint: tk_b6cc7610 · shared with 1 other model
Context: 128,000
Max output: 8,192
Modalities: text->text
Prompt price: $0.03 / M tokens
Entered the catalogue: 12 September 2026
Last tested: 5 October 2026

Full record Shares with IBM: Granite 4.2 8B

Kwaipilot: KAT-Coder-Air V2.5kwaipilot/kat-coder-air-v2.5withdrawn from the catalogue · measured as built on the Qwen tokenizerHigh

Maker: Kwaipilot
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 256,000
Max output: 80,000
Modalities: text->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 10 July 2026
Last tested: 21 August 2026

Full record Shares with Apodex: Apodex 1.1 Mini (free)

Kwaipilot: KAT-Coder-Pro V2kwaipilot/kat-coder-pro-v2withdrawn from the catalogue · measured as built on the Qwen tokenizerHigh

Maker: Kwaipilot
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Qwen tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_e60ca14a · unique so far
Context: 262,144
Max output: 144,000
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 27 March 2026
Last tested: 21 August 2026

Full record

LiquidAI: LFM2.5-2.6B (free)liquid/lfm-2.5-2.6b:freemeasured, matches nothing else yetMeasured

Maker: Liquid AI
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_2c236574 · unique so far
Context: 65,536
Max output: 8,192
Modalities: text->text
Prompt price: $0 / M tokens
Entered the catalogue: 11 August 2026
Last tested: 21 August 2026

Full record

Meituan: LongCat 2.0meituan/longcat-2.0measured, matches nothing else yetMeasured

Maker: Meituan
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_c670dac9 · unique so far
Context: 1,048,756
Max output: 262,144
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 20 July 2026
Last tested: 21 August 2026

Full record

Meta: Llama Guard 4 12Bmeta-llama/llama-guard-4-12bmeasured, matches nothing else yetMeasured

Maker: Meta
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_985608d3 · unique so far
Context: 163,840
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.18 / M tokens
Entered the catalogue: 30 April 2025
Last tested: 21 August 2026

Full record

Meta: Muse Glimmer 30Bmeta/muse-glimmer-30bbuilds on the Llama4 tokenizerHigh

Maker: Meta
Label on the catalogue: no family named
What the measurement says: builds on the Llama4 tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_20b9d005 · unique so far
Context: 131,072
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.35 / M tokens
Entered the catalogue: 9 August 2026
Last tested: 21 August 2026

Full record

Microsoft: Phi 4microsoft/phi-4builds on the OpenAI cl100k tokenizerHigh

Maker: Microsoft
Label on the catalogue: no family named
What the measurement says: builds on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 16,384
Max output: undeclared
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 10 January 2025
Last tested: 21 August 2026
Verified finding: Phi-4's repository tokenizer, run over the 50 strings offline, matches OpenAI's open cl100k_base encoding on every string (vocabulary 100,352, the padded cl100k table). IBM's Granite 4.0 and 4.1 declare the same vocabulary size and their endpoints return ident…

Full record Shares with IBM: Granite 4.0 Micro

MiniMax: MiniMax M1minimax/minimax-m1its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 1,000,000
Max output: 40,000
Modalities: text->text
Prompt price: $0.55 / M tokens
Entered the catalogue: 17 June 2025
Last tested: 22 August 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M2minimax/minimax-m2its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 204,800
Max output: 176,947
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 23 October 2025
Last tested: 21 August 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M2-herminimax/minimax-m2-herits own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 65,536
Max output: 2,048
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 23 January 2026
Last tested: 21 August 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M2.1minimax/minimax-m2.1its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 204,800
Max output: 131,072
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 23 December 2025
Last tested: 21 August 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M2.5minimax/minimax-m2.5its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 204,800
Max output: 128,000
Modalities: text->text
Prompt price: $0.27 / M tokens
Entered the catalogue: 12 February 2026
Last tested: 21 August 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M2.7minimax/minimax-m2.7its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 204,800
Max output: 176,947
Modalities: text->text
Prompt price: $0.21 / M tokens
Entered the catalogue: 18 March 2026
Last tested: 5 October 2026

Full record Shares with MiniMax: MiniMax M3

MiniMax: MiniMax M3minimax/minimax-m3its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 1,048,576
Max output: 512,000
Modalities: text+image+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 31 May 2026
Last tested: 5 October 2026

Full record Shares with MiniMax: MiniMax M2.7

MiniMax: MiniMax-01minimax/minimax-01its own MiniMax tokenizer groupHigh

Maker: MiniMax
Label on the catalogue: no family named
What the measurement says: its own MiniMax tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 1,000,192
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 15 January 2025
Last tested: 21 August 2026

Full record Shares with MiniMax: MiniMax M3

Mistral: Mistral Large 4mistralai/mistral-large-4-0measured, matches nothing else yetMeasured

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_e242e95c · unique so far
Context: 1,048,576
Max output: 262,144
Modalities: text+image->text
Prompt price: $0.68 / M tokens
Entered the catalogue: 6 October 2026
Last tested: 8 October 2026
Verified finding: Measured on 8 October 2026, two days after it was listed, and measured again the same day pinned to Mistral's own endpoint: both readings agree on all 50 strings. Mistral Large 4 runs a tokenizer no other model on record uses, Mistral's own included. It agrees…

Full record

Mistral: Mistral Small 3mistralai/mistral-small-24b-instruct-2501measured, matches nothing else yetMeasured

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_ddc193e9 · shared with 2 other models
Context: 32,768
Max output: 16,384
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 30 January 2025
Last tested: 21 August 2026

Full record Shares with Venice: Uncensored

MoonshotAI: Kimi K2 0711moonshotai/kimi-k2measured, matches nothing else yetMeasured

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_2e353ea4 · unique so far
Context: 131,072
Max output: 98,304
Modalities: text->text
Prompt price: $0.57 / M tokens
Entered the catalogue: 11 July 2025
Last tested: 22 August 2026

Full record

MoonshotAI: Kimi K2 0905moonshotai/kimi-k2-0905its own Moonshot AI tokenizer groupModerate

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why moderate: near-exact agreement (49 of 50 strings) with moonshotai/kimi-k3, short of a full exact signature
Fingerprint: tk_f14a0fdd · unique so far
Context: 262,144
Max output: 98,304
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 4 September 2025
Last tested: 3 September 2026

Full record

MoonshotAI: Kimi K2 Thinkingmoonshotai/kimi-k2-thinkingits own Moonshot AI tokenizer groupHigh

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why high: an exact fingerprint shared with 4 models
Fingerprint: tk_ea6068bf · shared with 4 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 6 November 2025
Last tested: 3 September 2026

Full record Shares with Fireworks: Ember-1

MoonshotAI: Kimi K2.5moonshotai/kimi-k2.5its own Moonshot AI tokenizer groupModerate

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why moderate: near-exact agreement (48 of 48 strings) with moonshotai/kimi-k3, short of a full exact signature
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.45 / M tokens
Entered the catalogue: 27 January 2026
Last tested: 3 September 2026

Full record

MoonshotAI: Kimi K2.6moonshotai/kimi-k2.6its own Moonshot AI tokenizer groupHigh

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why high: an exact fingerprint shared with 4 models
Fingerprint: tk_ea6068bf · shared with 4 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.95 / M tokens
Entered the catalogue: 20 April 2026
Last tested: 5 October 2026

Full record Shares with Fireworks: Ember-1

MoonshotAI: Kimi K2.7 Codemoonshotai/kimi-k2.7-codeits own Moonshot AI tokenizer groupHigh

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why high: an exact fingerprint shared with 4 models
Fingerprint: tk_ea6068bf · shared with 4 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.67 / M tokens
Entered the catalogue: 12 June 2026
Last tested: 5 October 2026

Full record Shares with Fireworks: Ember-1

MoonshotAI: Kimi K3moonshotai/kimi-k3its own Moonshot AI tokenizer groupHigh

Maker: Moonshot AI
Label on the catalogue: no family named
What the measurement says: its own Moonshot AI tokenizer group
Why high: an exact fingerprint shared with 4 models
Fingerprint: tk_ea6068bf · shared with 4 other models
Context: 1,048,576
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.67 / M tokens
Entered the catalogue: 16 July 2026
Last tested: 5 October 2026
Verified finding: Re-measured on 24 September 2026 on a single provider, Fireworks, as the control for Fireworks' Ember-1. The 21 August sweep read this model while OpenRouter spread the calls across seven providers, and eight of its rows came back exactly 3 tokens low, the dif…

Full record Shares with Fireworks: Ember-1

Morph: Morph V3 Fastmorph/morph-v3-fastbuilds on the Qwen tokenizerHigh

Maker: Morph
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 81,920
Max output: 38,000
Modalities: text->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 7 July 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Morph: Morph V3 Largemorph/morph-v3-largebuilds on the Qwen tokenizerHigh

Maker: Morph
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_c5c0a8ed · shared with 2 other models
Context: 262,144
Max output: 131,072
Modalities: text->text
Prompt price: $0.90 / M tokens
Entered the catalogue: 7 July 2025
Last tested: 3 September 2026

Full record Shares with Perceptron: Perceptron Mk1.5

Nex AGI: Nex-N2-Mininex-agi/nex-n2-miniwithdrawn from the catalogue · measured as built on the Qwen tokenizerHigh

Maker: Nex Agi
Label on the catalogue: Qwen3
What the measurement says: withdrawn from the catalogue · measured as built on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 24 June 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Nex AGI: Nex-N2-Pronex-agi/nex-n2-prowithdrawn from the catalogue · measured as built on the Qwen tokenizerHigh

Maker: Nex Agi
Label on the catalogue: Qwen3
What the measurement says: withdrawn from the catalogue · measured as built on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 8 June 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Nous: Hermes 4 405Bnousresearch/hermes-4-405bbuilds on the Llama3 tokenizerVery high

Maker: Nous Research
Label on the catalogue: no family named
What the measurement says: builds on the Llama3 tokenizer
Why very high: an exact fingerprint shared with 4 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_47615f2d · shared with 4 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 26 August 2025
Last tested: 3 September 2026

Full record Shares with Meta: Llama 3.2 1B Instruct

Nous: Hermes 4 70Bnousresearch/hermes-4-70bwithdrawn from the catalogue · measured as built on the Llama3 tokenizerVery high

Maker: Nous Research
Label on the catalogue: Llama3
What the measurement says: withdrawn from the catalogue · measured as built on the Llama3 tokenizer
Why very high: an exact fingerprint shared with 4 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_47615f2d · shared with 4 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.13 / M tokens
Entered the catalogue: 26 August 2025
Last tested: 21 August 2026

Full record Shares with Nous: Hermes 4 405B

NVIDIA: Nemotron 3 Nano 30B A3Bnvidia/nemotron-3-nano-30b-a3bbuilds on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 14 December 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

NVIDIA: Nemotron 3 Nano Omni (free)nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:freebuilds on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_e0b4c23e · unique so far
Context: 256,000
Max output: 65,536
Modalities: text+image+audio+video->text
Prompt price: $0 / M tokens
Entered the catalogue: 28 April 2026
Last tested: 21 August 2026

Full record

NVIDIA: Nemotron 3 Supernvidia/nemotron-3-super-120b-a12bbuilds on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.08 / M tokens
Entered the catalogue: 11 March 2026
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

NVIDIA: Nemotron 3 Ultranvidia/nemotron-3-ultra-550b-a55bbuilds on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 16,384
Modalities: text->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 4 June 2026
Last tested: 5 October 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

NVIDIA: Nemotron 3.5 Content Safetynvidia/nemotron-3.5-content-safetyits own NVIDIA tokenizer groupLow

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: its own NVIDIA tokenizer group
Why low: partial agreement (43 of 50 strings) with nvidia/nemotron-3.5-content-safety:free only
Fingerprint: tk_0d9ebf63 · unique so far
Context: 131,072
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 4 June 2026
Last tested: 5 October 2026

Full record

NVIDIA: Nemotron 3.5 Content Safety (free)nvidia/nemotron-3.5-content-safety:freeits own NVIDIA tokenizer groupLow

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: its own NVIDIA tokenizer group
Why low: inherited from nvidia/nemotron-3.5-content-safety: a serving variant shares its base model's tokenizer
Fingerprint: tk_9a840805 · unique so far
Variant of: NVIDIA: Nemotron 3.5 Content Safety
Context: 128,000
Max output: 8,192
Modalities: text+image->text
Prompt price: $0 / M tokens
Entered the catalogue: 4 June 2026
Last tested: 21 August 2026

Full record

NVIDIA: Nemotron 3.5 Lightningnvidia/nemotron-3.5-lightningbuilds on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 11 August 2026
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3 Ultra

NVIDIA: Nemotron Nano 12B 2 VL (free)nvidia/nemotron-nano-12b-v2-vl:freewithdrawn from the catalogue · measured as built on the Mistral tokenizerLow

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Mistral tokenizer
Why low: partial agreement (40 of 47 strings) with nvidia/nemotron-nano-9b-v2:free only
Context: 128,000
Max output: 128,000
Modalities: text+image+video->text
Prompt price: $0 / M tokens
Entered the catalogue: 28 October 2025
Last tested: 21 August 2026

Full record

NVIDIA: Nemotron Nano 9B V2 (free)nvidia/nemotron-nano-9b-v2:freewithdrawn from the catalogue · measured as built on the Mistral tokenizerHigh

Maker: NVIDIA
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Mistral tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_b0a747db · unique so far
Context: 128,000
Max output: –
Modalities: text->text
Prompt price: $0 / M tokens
Entered the catalogue: 5 September 2025
Last tested: 21 August 2026

Full record

OpenAI: GPT-3.5 Turboopenai/gpt-3.5-turbobuilds on the OpenAI cl100k tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 16,385
Max output: 4,096
Modalities: text->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 28 May 2023
Last tested: 22 August 2026

Full record Shares with IBM: Granite 4.0 Micro

OpenAI: GPT-3.5 Turbo 16kopenai/gpt-3.5-turbo-16kbuilds on the OpenAI cl100k tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 16,385
Max output: 4,096
Modalities: text->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 28 August 2023
Last tested: 5 October 2026

Full record Shares with IBM: Granite 4.0 Micro

OpenAI: GPT-4 Turboopenai/gpt-4-turbobuilds on the OpenAI cl100k tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the OpenAI cl100k tokenizer
Why high: an exact fingerprint shared with 5 models
Fingerprint: tk_ba918336 · shared with 5 other models
Context: 128,000
Max output: 4,096
Modalities: text+image->text
Prompt price: $10.0 / M tokens
Entered the catalogue: 9 April 2024
Last tested: 5 October 2026

Full record Shares with IBM: Granite 4.0 Micro

Ox Alphastealth/ox-alphawithdrawn from the catalogue · measured as built on the Z.ai GLM tokenizerVery high

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Z.ai GLM tokenizer
Why very high: Z.ai confirmed Ox Alpha as GLM-5.3-Flash on 26 August 2026, five days after the measurement matched it to GLM-5.3 on all fifty strings
Fingerprint: tk_133b086c · shared with 8 other models
Context: 1,048,576
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0 / M tokens
Entered the catalogue: 20 August 2026
Last tested: 21 August 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Paretounbiased/paretomeasured, matches nothing else yetMeasured

Maker: Unbiased
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_7d8ce940 · unique so far
Context: 262,144
Max output: 131,072
Modalities: text+image->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 17 September 2026
Last tested: 5 October 2026
Verified finding: Measured on 5 October 2026 through the endpoint Unbiased serves itself, with a fixed overhead of zero. The prompt counts it reports sit at about half of what any tokenizer on record produces, and on the strings that separate tokenizers they fall to one: a Chin…

Full record

Pareto 26.10 Previewunbiased/pareto-26.10-previewbuilds on the Llama3 tokenizerModerate

Maker: Unbiased
Label on the catalogue: no family named
What the measurement says: builds on the Llama3 tokenizer
Why moderate: near-exact agreement (48 of 49 strings) with meta-llama/llama-3.2-3b-instruct, short of a full exact signature
Context: 1,048,576
Max output: 131,072
Modalities: text+image->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 1 October 2026
Last tested: 5 October 2026

Full record

Perceptron: Perceptron Mk1perceptron/perceptron-mk1builds on the Qwen tokenizerHigh

Maker: Perceptron
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_c5c0a8ed · shared with 2 other models
Context: 32,768
Max output: 8,192
Modalities: text+image+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 12 May 2026
Last tested: 21 August 2026

Full record Shares with Perceptron: Perceptron Mk1.5

Perceptron: Perceptron Mk1.5perceptron/perceptron-mk1.5builds on the Qwen tokenizerHigh

Maker: Perceptron
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_c5c0a8ed · shared with 2 other models
Context: 36,864
Max output: 8,192
Modalities: text+image+audio+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 25 September 2026
Last tested: 5 October 2026

Full record Shares with Perceptron: Perceptron Mk1

Perplexity: Sonarperplexity/sonarbuilds on the Llama3 tokenizerHigh

Maker: Perplexity
Label on the catalogue: no family named
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 127,072
Max output: undeclared
Modalities: text+image->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 27 January 2025
Last tested: 5 October 2026

Full record Shares with Inference.net: Schematron V2 Small

Perplexity: Sonar Properplexity/sonar-probuilds on the Llama3 tokenizerHigh

Maker: Perplexity
Label on the catalogue: no family named
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 200,000
Max output: 8,000
Modalities: text+image->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 7 March 2025
Last tested: 3 September 2026

Full record Shares with Inference.net: Schematron V2 Small

Poolside: Laguna S 2.1poolside/laguna-s-2.1measured, matches nothing else yetMeasured

Maker: Poolside
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_cd5bb5f6 · unique so far
Context: 1,048,576
Max output: 131,072
Modalities: text->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 21 July 2026
Last tested: 21 August 2026

Full record

Poolside: Laguna XS 2.1poolside/laguna-xs-2.1measured, matches nothing else yetMeasured

Maker: Poolside
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_08973fc0 · unique so far
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 2 July 2026
Last tested: 21 August 2026

Full record

Qwen: Qwen3.8 27Bqwen/qwen3.8-27bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.42 / M tokens
Entered the catalogue: 14 August 2026
Last tested: 5 October 2026
Verified finding: Re-measured on 5 October 2026 on four providers one at a time: Reka, CoreWeave, Parasail and Chutes. The 21 August reading was taken while OpenRouter spread the calls across eight providers, and five of its rows (English prose, Hindi, the emoji sequence, the m…

Full record Shares with Apodex: Apodex 1.1 Mini (free)

Qwen: Qwen3.8 Maxqwen/qwen3.8-maxwithdrawn from the catalogue · measured as built on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: withdrawn from the catalogue · measured as built on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 3 August 2026
Last tested: 3 September 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Reka Edgerekaai/reka-edgemeasured, matches nothing else yetMeasured

Maker: Rekaai
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_9f6f8410 · unique so far
Context: 16,384
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 20 March 2026
Last tested: 21 August 2026

Full record

Reka Flash 3rekaai/reka-flash-3measured, matches nothing else yetMeasured

Maker: Rekaai
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Context: 65,536
Max output: undeclared
Modalities: text->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 12 March 2025
Last tested: 21 August 2026

Full record

Relace: Relace Searchrelace/relace-searchbuilds on the Qwen tokenizerHigh

Maker: Relace
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 256,000
Max output: 128,000
Modalities: text->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 8 December 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Space Bunny Alphastealth/space-bunny-alphalikely MiniMax familyHigh

Maker: Undisclosed (stealth)
Label on the catalogue: no family named
What the measurement says: likely MiniMax family
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_9f84b5fb · shared with 8 other models
Context: 1,000,000
Max output: 524,288
Modalities: text+image+video->text
Prompt price: $0 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 23 September 2026
Verified finding: Listed anonymously at 14:48 UTC on 23 September 2026 and measured the same day. Its token counts are MiniMax's on all 50 strings: every one of the eight MiniMax models in the dataset, from MiniMax-01 to M3, returns the same 50 counts, against 29 of 50 for the …

Full record Shares with MiniMax: MiniMax M3

StepFun: Step 3.5 Flashstepfun/step-3.5-flashbuilds on the DeepSeek tokenizerHigh

Maker: StepFun
Label on the catalogue: no family named
What the measurement says: builds on the DeepSeek tokenizer
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 29 January 2026
Last tested: 21 August 2026
Verified finding: StepFun's own Step-3 repository ships a tokenizer behaviourally identical to DeepSeek-V3's: run over the 50 strings offline the two agree on every one, and both declare a 128,815-entry vocabulary. The endpoint's counts match as well, so this model sitting in t…

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

StepFun: Step 3.7 Flashstepfun/step-3.7-flashbuilds on the DeepSeek tokenizerHigh

Maker: StepFun
Label on the catalogue: no family named
What the measurement says: builds on the DeepSeek tokenizer
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 262,144
Max output: 230,400
Modalities: text+image+video->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 28 May 2026
Last tested: 5 October 2026
Verified finding: As with Step 3.5 Flash: StepFun's own Step-3 repository ships a tokenizer behaviourally identical to DeepSeek-V3's over all 50 strings, and this endpoint counts the same way. Its place in the DeepSeek signature group is genuine lineage reuse by StepFun.…

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

StepFun: Step 5 Previewstepfun/step-5-previewbuilds on the DeepSeek tokenizerHigh

Maker: StepFun
Label on the catalogue: no family named
What the measurement says: builds on the DeepSeek tokenizer
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,000,000
Max output: 64,000
Modalities: text+image+video->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 8 October 2026
Last tested: 8 October 2026
Verified finding: Measured on 8 October 2026. Step 5 Preview counts tokens exactly as DeepSeek V4 Pro, V4 Flash and the rest of DeepSeek's current line do on all 50 strings, as StepFun's Step 3.5 Flash and Step 3.7 Flash already did. StepFun's flagship keeps DeepSeek's vocabula…

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

Tencent: Hunyuan A13B Instructtencent/hunyuan-a13b-instructits own Tencent tokenizer groupModerate

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why moderate: near-exact agreement (49 of 50 strings) with tencent/hy-mt2-7b, short of a full exact signature
Fingerprint: tk_856fd527 · unique so far
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.14 / M tokens
Entered the catalogue: 8 July 2025
Last tested: 21 August 2026

Full record

Tencent: Hy-MT2-1.8Btencent/hy-mt2-1.8bits own Tencent tokenizer groupHigh

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why high: an exact fingerprint shared with 3 models
Fingerprint: tk_2b541395 · shared with 3 other models
Context: 8,192
Max output: 4,096
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 20 August 2026
Last tested: 21 August 2026

Full record Shares with Tencent: Hy-MT2-30B-A3B

Tencent: Hy-MT2-30B-A3Btencent/hy-mt2-30b-a3bits own Tencent tokenizer groupHigh

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why high: an exact fingerprint shared with 3 models
Fingerprint: tk_2b541395 · shared with 3 other models
Context: 8,192
Max output: 4,096
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 20 August 2026
Last tested: 21 August 2026

Full record Shares with Tencent: Hy-MT2-1.8B

Tencent: Hy-MT2-7Btencent/hy-mt2-7bits own Tencent tokenizer groupModerate

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why moderate: near-exact agreement (49 of 50 strings) with tencent/hunyuan-a13b-instruct, short of a full exact signature
Fingerprint: tk_70a22c4f · unique so far
Context: 8,192
Max output: 4,096
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 19 August 2026
Last tested: 3 September 2026

Full record

Tencent: Hy3tencent/hy3its own Tencent tokenizer groupHigh

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why high: an exact fingerprint shared with 3 models
Fingerprint: tk_2b541395 · shared with 3 other models
Context: 262,144
Max output: 128,000
Modalities: text->text
Prompt price: $0.08 / M tokens
Entered the catalogue: 6 July 2026
Last tested: 21 August 2026

Full record Shares with Tencent: Hy-MT2-1.8B

Tencent: Hy3 previewtencent/hy3-previewits own Tencent tokenizer groupHigh

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: its own Tencent tokenizer group
Why high: an exact fingerprint shared with 3 models
Fingerprint: tk_2b541395 · shared with 3 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.18 / M tokens
Entered the catalogue: 22 April 2026
Last tested: 21 August 2026

Full record Shares with Tencent: Hy-MT2-1.8B

Tencent: Hy4 previewtencent/hy4-previewmeasured, matches nothing else yetMeasured

Maker: Tencent
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_5e7942ae · unique so far
Context: 1,048,576
Max output: 64,000
Modalities: text->text
Prompt price: $0.75 / M tokens
Entered the catalogue: 28 August 2026
Last tested: 5 October 2026

Full record

TheDrummer: Cydonia 24B V4.1thedrummer/cydonia-24b-v4.1builds on the Mistral tokenizerModerate

Maker: Thedrummer
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with mistralai/mistral-small-24b-instruct-2501, short of a full exact signature
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 27 September 2025
Last tested: 21 August 2026

Full record

TheDrummer: Skyfall 36B V2thedrummer/skyfall-36b-v2builds on the Mistral tokenizerHigh

Maker: Thedrummer
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_ddc193e9 · shared with 2 other models
Context: 32,768
Max output: undeclared
Modalities: text->text
Prompt price: $0.55 / M tokens
Entered the catalogue: 10 March 2025
Last tested: 22 August 2026

Full record Shares with Venice: Uncensored

TheDrummer: UnslopNemo 12Bthedrummer/unslopnemo-12bmeasured, matches nothing else yetMeasured

Maker: Thedrummer
Label on the catalogue: Mistral
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_f573b76b · unique so far
Context: 1,024,000
Max output: 819,200
Modalities: text->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 8 November 2024
Last tested: 22 August 2026

Full record

Thinking Machines: Inklingthinkingmachines/inklingbuilds on the GPT tokenizerVery high

Maker: Thinking Machines
Label on the catalogue: no family named
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 524,288
Max output: 262,144
Modalities: text+image+audio->text
Prompt price: $0.95 / M tokens
Entered the catalogue: 17 July 2026
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

Thinking Machines: Inkling Smallthinkingmachines/inkling-smallbuilds on the GPT tokenizerVery high

Maker: Thinking Machines
Label on the catalogue: no family named
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 524,288
Max output: 262,144
Modalities: text+image+audio->text
Prompt price: $0.45 / M tokens
Entered the catalogue: 30 July 2026
Last tested: 22 August 2026

Full record Shares with OpenAI: GPT-6 Luna

TypeSafe: Jev 1.13typesafe/jev-1.13measured, matches nothing else yetMeasured

Maker: TypeSafe
Label on the catalogue: no family named
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_5e398719 · unique so far
Context: 32,000
Max output: undeclared
Modalities: text->decisions
Prompt price: $0.04 / M tokens
Entered the catalogue: 18 September 2026
Last tested: 18 September 2026

Full record

Union Alphastealth/union-alphawithdrawn from the catalogue · measured as built on the Pareto (multi-model blend) tokenizerVery high

Maker: Circuit and Chisel
Label on the catalogue: no family named
What the measurement says: withdrawn from the catalogue · measured as built on the Pareto (multi-model blend) tokenizer
Why very high: the operator confirmed Union Alpha as Pareto 26.9 on 17 September 2026, 18 hours after the YFarmX post named it; the blend carries the Llama 3, Qwen and GLM tokenizers the measurements had read
Context: 262,144
Max output: 131,072
Modalities: text+image->text
Prompt price: $0 / M tokens
Entered the catalogue: 16 September 2026
Last tested: 17 September 2026
Verified finding: Listed anonymously on 16 September 2026 and measured the same day. This endpoint returns TWO different token counts for a byte-identical request, and they describe different tokenizers, which is why early readings of it disagreed. A differential test settles w…

Full record

Upstage: Solar Mini 4upstage/solar-mini4its own Upstage tokenizer groupVery high

Maker: Upstage
Label on the catalogue: no family named
What the measurement says: its own Upstage tokenizer group
Why very high: an exact fingerprint shared with 2 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_865d84ce · shared with 2 other models
Context: 524,288
Max output: 131,072
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 5 October 2026

Full record Shares with Upstage: Solar Pro 4

Upstage: Solar Pro 3upstage/solar-pro-3its own Upstage tokenizer groupHigh

Maker: Upstage
Label on the catalogue: no family named
What the measurement says: its own Upstage tokenizer group
Why high: an exact fingerprint shared with 2 models
Fingerprint: tk_865d84ce · shared with 2 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 27 January 2026
Last tested: 21 August 2026

Full record Shares with Upstage: Solar Mini 4

Upstage: Solar Pro 4upstage/solar-pro4its own Upstage tokenizer groupVery high

Maker: Upstage
Label on the catalogue: no family named
What the measurement says: its own Upstage tokenizer group
Why very high: an exact fingerprint shared with 2 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_865d84ce · shared with 2 other models
Context: 524,288
Max output: 131,072
Modalities: text->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 10 August 2026
Last tested: 21 August 2026

Full record Shares with Upstage: Solar Mini 4

Venice: Uncensoredcognitivecomputations/dolphin-mistral-24b-venice-editionbuilds on the Mistral tokenizerHigh

Maker: Cognitivecomputations
Label on the catalogue: no family named
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_ddc193e9 · shared with 2 other models
Context: 128,000
Max output: 8,192
Modalities: text->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 9 July 2025
Last tested: 21 August 2026

Full record Shares with TheDrummer: Skyfall 36B V2

WizardLM-2 8x22Bmicrosoft/wizardlm-2-8x22bmeasured, matches nothing else yetMeasured

Maker: Microsoft
Label on the catalogue: Mistral
What the measurement says: measured, matches nothing else yet
Fingerprint: tk_a49eb75d · unique so far
Context: 65,535
Max output: 8,000
Modalities: text->text
Prompt price: $0.62 / M tokens
Entered the catalogue: 16 April 2024
Last tested: 22 August 2026

Full record

Writer: Palmyra X5writer/palmyra-x5builds on the Qwen tokenizerHigh

Maker: Writer
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_920d45ce · unique so far
Context: 1,040,000
Max output: 8,192
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 21 January 2026
Last tested: 3 September 2026

Full record

Xiaomi: MiMo-V2.5xiaomi/mimo-v2.5builds on the Qwen tokenizerHigh

Maker: Xiaomi
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,050,000
Max output: 131,072
Modalities: text+image+audio+video->text
Prompt price: $0.14 / M tokens
Entered the catalogue: 22 April 2026
Last tested: 5 October 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Xiaomi: MiMo-V2.5-Proxiaomi/mimo-v2.5-probuilds on the Qwen tokenizerHigh

Maker: Xiaomi
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,050,000
Max output: 131,072
Modalities: text->text
Prompt price: $0.43 / M tokens
Entered the catalogue: 22 April 2026
Last tested: 5 October 2026
Verified finding: Re-measured on 5 October 2026 on GMICloud. Every one of the 50 strings came back exactly two tokens above the 22 August reading, and the new reading matches MiMo V2.5 on all 50. That is the artefact the 4 September note on this record predicted: the August bas…

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Xiaomi: MiMo-V2.6-Flashxiaomi/mimo-v2.6-flashbuilds on the Qwen tokenizerHigh

Maker: Xiaomi
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,050,000
Max output: 131,072
Modalities: text+image+audio+video->text
Prompt price: $0.14 / M tokens
Entered the catalogue: 21 September 2026
Last tested: 5 October 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Xiaomi: MiMo-V2.6-Proxiaomi/mimo-v2.6-probuilds on the Qwen tokenizerHigh

Maker: Xiaomi
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,050,000
Max output: 131,072
Modalities: text+image+audio+video->text
Prompt price: $0.43 / M tokens
Entered the catalogue: 21 September 2026
Last tested: 5 October 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Xiaomi: MiMo-V2.6-Pro-UltraSpeedxiaomi/mimo-v2.6-pro-ultraspeedbuilds on the Qwen tokenizerHigh

Maker: Xiaomi
Label on the catalogue: no family named
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,048,576
Max output: 131,072
Modalities: text+image+audio+video->text
Prompt price: $4.35 / M tokens
Entered the catalogue: 21 September 2026
Last tested: 5 October 2026

Full record Shares with Xiaomi: MiMo-V2.6-Flash

Z.ai: GLM 4.5z-ai/glm-4.5its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 131,072
Max output: 98,304
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 25 July 2025
Last tested: 3 September 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.5 Airz-ai/glm-4.5-airits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 131,072
Max output: 98,304
Modalities: text->text
Prompt price: $0.13 / M tokens
Entered the catalogue: 25 July 2025
Last tested: 21 August 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.5Vz-ai/glm-4.5vits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 65,536
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 11 August 2025
Last tested: 22 August 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.6z-ai/glm-4.6its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 204,800
Max output: 16,384
Modalities: text->text
Prompt price: $0.43 / M tokens
Entered the catalogue: 30 September 2025
Last tested: 22 August 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.6Vz-ai/glm-4.6vits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 131,072
Max output: 32,768
Modalities: text+image+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 8 December 2025
Last tested: 21 August 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.7z-ai/glm-4.7its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 204,800
Max output: 131,072
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 22 December 2025
Last tested: 22 August 2026

Full record Shares with Z.ai: GLM 5V Turbo

Z.ai: GLM 4.7 Flashz-ai/glm-4.7-flashits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 200,000
Max output: 117,964
Modalities: text->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 19 January 2026
Last tested: 21 August 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5z-ai/glm-5its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 204,800
Max output: 128,000
Modalities: text->text
Prompt price: $0.60 / M tokens
Entered the catalogue: 11 February 2026
Last tested: 5 October 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5 Turboz-ai/glm-5-turboits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 202,752
Max output: 131,072
Modalities: text->text
Prompt price: $1.20 / M tokens
Entered the catalogue: 15 March 2026
Last tested: 3 September 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5.1z-ai/glm-5.1its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 204,800
Max output: 131,072
Modalities: text->text
Prompt price: $1.40 / M tokens
Entered the catalogue: 7 April 2026
Last tested: 5 October 2026
Verified finding: Re-measured on 5 October 2026 pinned to each of two providers. Friendli, which served the 3 September reading, reproduced it on all 50 strings. AtlasCloud, which now also serves this model, reports a fixed overhead of 12 tokens against Friendli's 5 and counts …

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5.2z-ai/glm-5.2its own Z.ai tokenizer groupModerate

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why moderate: one template-boundary shift from the group rather than an exact signature member
Fingerprint: tk_1d05586d · unique so far
Context: 1,048,576
Max output: 131,072
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 16 June 2026
Last tested: 21 August 2026

Full record

Z.ai: GLM 5.3z-ai/glm-5.3its own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 1,048,576
Max output: undeclared
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 18 August 2026
Last tested: 5 October 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5.3 Flashz-ai/glm-5.3-flashits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 1,048,576
Max output: 943,717
Modalities: text+image+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 26 August 2026
Last tested: 5 October 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5.3 FlashXz-ai/glm-5.3-flashxits own Z.ai tokenizer groupVery high

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why very high: an exact fingerprint shared with 8 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_133b086c · shared with 8 other models
Context: 1,048,576
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.37 / M tokens
Entered the catalogue: 18 September 2026
Last tested: 5 October 2026

Full record Shares with Z.ai: GLM 5.3 Prime

Z.ai: GLM 5.3 Primez-ai/glm-5.3-primeits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 8 models
Fingerprint: tk_133b086c · shared with 8 other models
Context: 1,000,000
Max output: 131,072
Modalities: text->text
Prompt price: $2.80 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 5 October 2026

Full record Shares with Z.ai: GLM 5.3 FlashX

Z.ai: GLM 5V Turboz-ai/glm-5v-turboits own Z.ai tokenizer groupHigh

Maker: Z.ai
Label on the catalogue: no family named
What the measurement says: its own Z.ai tokenizer group
Why high: an exact fingerprint shared with 6 models
Fingerprint: tk_3eaaf3e0 · shared with 6 other models
Context: 202,752
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $1.20 / M tokens
Entered the catalogue: 1 April 2026
Last tested: 3 September 2026

Full record Shares with Z.ai: GLM 4.7

Amazon: Nova Lite 1.0amazon/nova-lite-v1builds on the Nova tokenizerVery high

Maker: Amazon
Label on the catalogue: Nova
What the measurement says: builds on the Nova tokenizer
Why very high: an exact fingerprint shared with 2 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_76e424dd · shared with 2 other models
Context: 300,000
Max output: 5,120
Modalities: text+image->text
Prompt price: $0.06 / M tokens
Entered the catalogue: 5 December 2024
Last tested: 21 August 2026

Full record Shares with Amazon: Nova Micro 1.0

Amazon: Nova Micro 1.0amazon/nova-micro-v1builds on the Nova tokenizerHigh

Maker: Amazon
Label on the catalogue: Nova
What the measurement says: builds on the Nova tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_76e424dd · shared with 2 other models
Context: 128,000
Max output: 5,120
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 5 December 2024
Last tested: 21 August 2026

Full record Shares with Amazon: Nova Lite 1.0

Amazon: Nova Pro 1.0amazon/nova-pro-v1builds on the Nova tokenizerVery high

Maker: Amazon
Label on the catalogue: Nova
What the measurement says: builds on the Nova tokenizer
Why very high: an exact fingerprint shared with 2 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_76e424dd · shared with 2 other models
Context: 300,000
Max output: 5,120
Modalities: text+image->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 5 December 2024
Last tested: 3 September 2026

Full record Shares with Amazon: Nova Lite 1.0

Anthropic: Claude Fable 5anthropic/claude-fable-5builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (44 of 44 strings) with anthropic/claude-sonnet-5, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $10.0 / M tokens
Entered the catalogue: 9 June 2026
Last tested: 3 September 2026

Full record

Anthropic: Claude Fable 5.1anthropic/claude-fable-5.1builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-opus-5, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $10.0 / M tokens
Entered the catalogue: 1 September 2026
Last tested: 5 October 2026

Full record

Anthropic: Claude Haiku 4.5anthropic/claude-haiku-4.5builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_2d06485c · shared with 4 other models
Context: 200,000
Max output: 64,000
Modalities: text+image+file->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 15 October 2025
Last tested: 5 October 2026

Full record Shares with Anthropic: Claude Opus 4.5

Anthropic: Claude Opus 4.1anthropic/claude-opus-4.1builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-3-haiku, short of a full exact signature
Context: 200,000
Max output: 32,000
Modalities: text+image+file->text
Prompt price: $15.0 / M tokens
Entered the catalogue: 5 August 2025
Last tested: 5 October 2026

Full record

Anthropic: Claude Opus 4.5anthropic/claude-opus-4.5builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_2d06485c · shared with 4 other models
Context: 200,000
Max output: 64,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 24 November 2025
Last tested: 5 October 2026

Full record Shares with Anthropic: Claude Haiku 4.5

Anthropic: Claude Opus 4.6anthropic/claude-opus-4.6builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-3-haiku, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 4 February 2026
Last tested: 5 October 2026

Full record

Anthropic: Claude Opus 4.8anthropic/claude-opus-4.8builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-sonnet-5, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 27 May 2026
Last tested: 5 October 2026

Full record

Anthropic: Claude Opus 5anthropic/claude-opus-5builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-fable-5.1, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 24 July 2026
Last tested: 5 October 2026

Full record

Anthropic: Claude Sonnet 4anthropic/claude-sonnet-4builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_2d06485c · shared with 4 other models
Context: 200,000
Max output: 64,000
Modalities: text+image+file->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 22 May 2025
Last tested: 5 October 2026

Full record Shares with Anthropic: Claude Opus 4.5

Anthropic: Claude Sonnet 4.5anthropic/claude-sonnet-4.5builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_2d06485c · shared with 4 other models
Context: 1,000,000
Max output: 64,000
Modalities: text+image+file->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 29 September 2025
Last tested: 5 October 2026

Full record Shares with Anthropic: Claude Opus 4.5

Anthropic: Claude Sonnet 4.6anthropic/claude-sonnet-4.6builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-3-haiku, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $3.00 / M tokens
Entered the catalogue: 17 February 2026
Last tested: 3 September 2026

Full record

Anthropic: Claude Sonnet 5anthropic/claude-sonnet-5builds on the Claude tokenizerModerate

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with anthropic/claude-opus-4.8, short of a full exact signature
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 30 June 2026
Last tested: 5 October 2026

Full record

Anthropic: Claude Sonnet 5.5anthropic/claude-sonnet-5.5builds on the Claude tokenizerHigh

Maker: Anthropic
Label on the catalogue: Claude
What the measurement says: builds on the Claude tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_310f7ba9 · shared with 1 other model
Context: 1,000,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 28 September 2026
Last tested: 5 October 2026

Full record Shares with Anthropic: Claude Haiku 5.5

Cohere: Command A+cohere/command-a-plusits own Cohere tokenizer groupHigh

Maker: Cohere
Label on the catalogue: Cohere
What the measurement says: its own Cohere tokenizer group
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_caaaa531 · shared with 1 other model
Context: 192,000
Max output: 64,000
Modalities: text+image->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 22 September 2026
Last tested: 5 October 2026

Full record Shares with Cohere: North Mini Code (free)

Cohere: Command R (08-2024)cohere/command-r-08-2024its own Cohere tokenizer groupModerate

Maker: Cohere
Label on the catalogue: Cohere
What the measurement says: its own Cohere tokenizer group
Why moderate: near-exact agreement (49 of 49 strings) with cohere/command-r7b-12-2024, short of a full exact signature
Context: 128,000
Max output: 4,000
Modalities: text->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 30 August 2024
Last tested: 21 August 2026

Full record

Cohere: Command R+ (08-2024)cohere/command-r-plus-08-2024its own Cohere tokenizer groupModerate

Maker: Cohere
Label on the catalogue: Cohere
What the measurement says: its own Cohere tokenizer group
Why moderate: near-exact agreement (49 of 49 strings) with cohere/command-r7b-12-2024, short of a full exact signature
Context: 128,000
Max output: 4,000
Modalities: text->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 30 August 2024
Last tested: 5 October 2026

Full record

Cohere: Command R7B (12-2024)cohere/command-r7b-12-2024its own Cohere tokenizer groupModerate

Maker: Cohere
Label on the catalogue: Cohere
What the measurement says: its own Cohere tokenizer group
Why moderate: an exact fingerprint match with one sibling only, and no second signal of a different kind yet
Fingerprint: tk_2729e470 · shared with 1 other model
Context: 128,000
Max output: 4,000
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 14 December 2024
Last tested: 21 August 2026

Full record Shares with Cohere: Command A

Cohere: North Mini Code (free)cohere/north-mini-code:freeits own Cohere tokenizer groupHigh

Maker: Cohere
Label on the catalogue: Cohere
What the measurement says: its own Cohere tokenizer group
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_caaaa531 · shared with 1 other model
Context: 256,000
Max output: 64,000
Modalities: text->text
Prompt price: $0 / M tokens
Entered the catalogue: 17 June 2026
Last tested: 21 August 2026

Full record Shares with Cohere: Command A+

DeepSeek: DeepSeek V3deepseek/deepseek-chatits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_869dc1cf · shared with 2 other models
Context: 163,840
Max output: 16,000
Modalities: text->text
Prompt price: $0.26 / M tokens
Entered the catalogue: 26 December 2024
Last tested: 5 October 2026

Full record Shares with DeepSeek: DeepSeek V3.1

DeepSeek: DeepSeek V3 0324deepseek/deepseek-chat-v3-0324its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 163,840
Max output: 115,200
Modalities: text->text
Prompt price: $0.29 / M tokens
Entered the catalogue: 24 March 2025
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V3.1deepseek/deepseek-chat-v3.1its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_869dc1cf · shared with 2 other models
Context: 163,840
Max output: 32,768
Modalities: text->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 21 August 2025
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V3

DeepSeek: DeepSeek V3.1 Terminusdeepseek/deepseek-v3.1-terminusits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 163,840
Max output: undeclared
Modalities: text->text
Prompt price: $0.27 / M tokens
Entered the catalogue: 22 September 2025
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V3.2 Expdeepseek/deepseek-v3.2-expits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 163,840
Max output: undeclared
Modalities: text->text
Prompt price: $0.27 / M tokens
Entered the catalogue: 29 September 2025
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4 Flash 0423deepseek/deepseek-v4-flashits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: undeclared
Modalities: text->text
Prompt price: $0.03 / M tokens
Entered the catalogue: 24 April 2026
Last tested: 5 October 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4 Flash 0731deepseek/deepseek-v4-flash-0731its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: undeclared
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 31 July 2026
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4 Flash Vision Expdeepseek/deepseek-v4-flash-vision-expits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: 262,144
Modalities: text+image->text
Prompt price: $0.22 / M tokens
Entered the catalogue: 21 August 2026
Last tested: 5 October 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4 Pro 0423deepseek/deepseek-v4-proits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: 384,000
Modalities: text->text
Prompt price: $0.21 / M tokens
Entered the catalogue: 24 April 2026
Last tested: 5 October 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4 Pro 0813deepseek/deepseek-v4-pro-0813its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: undeclared
Modalities: text->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 12 August 2026
Last tested: 21 August 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

DeepSeek: DeepSeek V4.1 Flashdeepseek/deepseek-v4.1-flashits own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 1,048,576
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 10 September 2026
Last tested: 5 October 2026

Full record Shares with DeepSeek: DeepSeek V4 Flash Vision Exp

DeepSeek: R1deepseek/deepseek-r1its own DeepSeek tokenizer groupModerate

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why moderate: near-exact agreement (47 of 50 strings) with deepseek/deepseek-r1-distill-llama-70b, short of a full exact signature
Fingerprint: tk_d6c0b2be · unique so far
Context: 64,000
Max output: 16,000
Modalities: text->text
Prompt price: $0.70 / M tokens
Entered the catalogue: 20 January 2025
Last tested: 5 October 2026

Full record

DeepSeek: R1 0528deepseek/deepseek-r1-0528its own DeepSeek tokenizer groupHigh

Maker: DeepSeek
Label on the catalogue: DeepSeek
What the measurement says: its own DeepSeek tokenizer group
Why high: an exact fingerprint shared with 13 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_73c4f0dc · shared with 13 other models
Context: 163,840
Max output: 32,768
Modalities: text->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 28 May 2025
Last tested: 3 September 2026

Full record Shares with DeepSeek: DeepSeek V4.1 Flash

Google: Gemini 2.5 Flashgoogle/gemini-2.5-flashbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,535
Modalities: text+image+file+audio+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 17 June 2025
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 2.5 Flash Litegoogle/gemini-2.5-flash-litebuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,535
Modalities: text+image+file+audio+video->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 22 July 2025
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 2.5 Progoogle/gemini-2.5-probuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 17 June 2025
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 2.5 Pro Preview 06-05google/gemini-2.5-pro-previewbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 5 June 2025
Last tested: 3 September 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3 Flash Previewgoogle/gemini-3-flash-previewbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 17 December 2025
Last tested: 22 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.1 Flash Litegoogle/gemini-3.1-flash-litebuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 7 May 2026
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.1 Flash Lite Previewgoogle/gemini-3.1-flash-lite-previewbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 3 March 2026
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.1 Pro Previewgoogle/gemini-3.1-pro-previewbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 19 February 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.1 Pro Preview Custom Toolsgoogle/gemini-3.1-pro-preview-customtoolsbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 25 February 2026
Last tested: 3 September 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.5 Flashgoogle/gemini-3.5-flashbuilds on the Gemini tokenizerVery high

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $1.50 / M tokens
Entered the catalogue: 19 May 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.5 Flash Litegoogle/gemini-3.5-flash-litebuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 21 July 2026
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.6 Flashgoogle/gemini-3.6-flashbuilds on the Gemini tokenizerVery high

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.75 / M tokens
Entered the catalogue: 21 July 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.7 Flashgoogle/gemini-3.7-flashbuilds on the Gemini tokenizerVery high

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.75 / M tokens
Entered the catalogue: 13 August 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemini 3.8 Flashgoogle/gemini-3.8-flashbuilds on the Gemini tokenizerVery high

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 1,048,576
Max output: 65,536
Modalities: text+image+file+audio+video->text
Prompt price: $0.75 / M tokens
Entered the catalogue: 2 September 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemini 3.7 Flash

Google: Gemma 3 12Bgoogle/gemma-3-12b-itbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 131,072
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 13 March 2025
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemma 3 27Bgoogle/gemma-3-27b-itbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 131,072
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.08 / M tokens
Entered the catalogue: 12 March 2025
Last tested: 21 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemma 3 4Bgoogle/gemma-3-4b-itbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 131,072
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 13 March 2025
Last tested: 22 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Gemma 4 26B A4B google/gemma-4-26b-a4b-itbuilds on the Gemma tokenizerHigh

Maker: Google
Label on the catalogue: Gemma
What the measurement says: builds on the Gemma tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_ba03436b · shared with 1 other model
Context: 262,144
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 3 April 2026
Last tested: 21 August 2026

Full record Shares with Google: Gemma 4 31B

Google: Gemma 4 31Bgoogle/gemma-4-31b-itbuilds on the Gemma tokenizerHigh

Maker: Google
Label on the catalogue: Gemma
What the measurement says: builds on the Gemma tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_ba03436b · shared with 1 other model
Context: 262,144
Max output: 16,384
Modalities: text+image+video->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 2 April 2026
Last tested: 5 October 2026

Full record Shares with Google: Gemma 4 26B A4B

Google: Nano Banana (Gemini 2.5 Flash Image)google/gemini-2.5-flash-imagebuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 32,768
Max output: 8,192
Modalities: text+image->text+image
Prompt price: $0.30 / M tokens
Entered the catalogue: 7 October 2025
Last tested: 3 September 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Nano Banana 2 (Gemini 3.1 Flash Image Preview)google/gemini-3.1-flash-image-previewbuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 65,536
Max output: undeclared
Modalities: text+image->text+image
Prompt price: $0.50 / M tokens
Entered the catalogue: 26 February 2026
Last tested: 22 August 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Nano Banana 2 (Gemini 3.1 Flash Image)google/gemini-3.1-flash-imagebuilds on the Gemini tokenizerModerate

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why moderate: near-exact agreement (44 of 44 strings) with google/gemini-3.7-flash, short of a full exact signature
Context: 131,072
Max output: 32,768
Modalities: text+image->text+image
Prompt price: $0.50 / M tokens
Entered the catalogue: 18 June 2026
Last tested: 22 August 2026

Full record

Google: Nano Banana 2 Lite (Gemini 3.1 Flash Lite Image)google/gemini-3.1-flash-lite-imagebuilds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 65,536
Max output: undeclared
Modalities: text+image->text+image
Prompt price: $0.25 / M tokens
Entered the catalogue: 30 June 2026
Last tested: 3 September 2026

Full record Shares with Google: Gemini 3.8 Flash

Google: Nano Banana 2.1google/gemini-nano-banana-2.1builds on the Gemini tokenizerHigh

Maker: Google
Label on the catalogue: Gemini
What the measurement says: builds on the Gemini tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_59ca250f · shared with 21 other models
Context: 65,536
Max output: undeclared
Modalities: text+image->text+image
Prompt price: $1.50 / M tokens
Entered the catalogue: 6 October 2026
Last tested: 8 October 2026

Full record Shares with Google: Gemini 3.8 Flash

Magnum v4 72Banthracite-org/magnum-v4-72bbuilds on the Qwen tokenizerHigh

Maker: Anthracite Org
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 32,768
Max output: 4,096
Modalities: text->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 22 October 2024
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Mancer: Weaver (alpha)mancer/weaverbuilds on the Llama2 tokenizerHigh

Maker: Mancer
Label on the catalogue: Llama2
What the measurement says: builds on the Llama2 tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_03ecdf53 · unique so far
Context: 8,000
Max output: 6,000
Modalities: text->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 2 August 2023
Last tested: 21 August 2026

Full record

Meta: Llama 3.1 70B Instructmeta-llama/llama-3.1-70b-instructbuilds on the Llama3 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 23 July 2024
Last tested: 21 August 2026

Full record Shares with Inference.net: Schematron V2 Small

Meta: Llama 3.1 8B Instructmeta-llama/llama-3.1-8b-instructbuilds on the Llama3 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 23 July 2024
Last tested: 21 August 2026

Full record Shares with Inference.net: Schematron V2 Small

Meta: Llama 3.2 1B Instructmeta-llama/llama-3.2-1b-instructbuilds on the Llama3 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_47615f2d · shared with 4 other models
Context: 60,000
Max output: undeclared
Modalities: text->text
Prompt price: $0.03 / M tokens
Entered the catalogue: 25 September 2024
Last tested: 21 August 2026

Full record Shares with Nous: Hermes 4 405B

Meta: Llama 3.2 3B Instructmeta-llama/llama-3.2-3b-instructbuilds on the Llama3 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 25 September 2024
Last tested: 21 August 2026

Full record Shares with Inference.net: Schematron V2 Small

Meta: Llama 3.3 70B Instructmeta-llama/llama-3.3-70b-instructbuilds on the Llama3 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.22 / M tokens
Entered the catalogue: 6 December 2024
Last tested: 5 October 2026

Full record Shares with Inference.net: Schematron V2 Small

Meta: Llama 4 Maverickmeta-llama/llama-4-maverickbuilds on the Llama4 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama4
What the measurement says: builds on the Llama4 tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_59e2520c · shared with 1 other model
Context: 1,048,576
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.19 / M tokens
Entered the catalogue: 5 April 2025
Last tested: 5 October 2026

Full record Shares with Meta: Llama 4 Scout

Meta: Llama 4 Scoutmeta-llama/llama-4-scoutbuilds on the Llama4 tokenizerHigh

Maker: Meta
Label on the catalogue: Llama4
What the measurement says: builds on the Llama4 tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_59e2520c · shared with 1 other model
Context: 1,310,720
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 5 April 2025
Last tested: 5 October 2026

Full record Shares with Meta: Llama 4 Maverick

Mistral Largemistralai/mistral-largebuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 128,000
Max output: 102,400
Modalities: text+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 26 February 2024
Last tested: 3 September 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral Large 2407mistralai/mistral-large-2407builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 131,072
Max output: 104,857
Modalities: text+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 19 November 2024
Last tested: 3 September 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Codestral 2508mistralai/codestral-2508builds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 256,000
Max output: 204,800
Modalities: text+file->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 1 August 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Devstral 2 2512mistralai/devstral-2512builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+file->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 9 December 2025
Last tested: 3 September 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Ministral 3 14B 2512mistralai/ministral-14b-2512builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+image->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 2 December 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Ministral 3 3B 2512mistralai/ministral-3b-2512builds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 131,072
Max output: 104,857
Modalities: text+image->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 2 December 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Ministral 3 8B 2512mistralai/ministral-8b-2512builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+image->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 2 December 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Large 3 2512mistralai/mistral-large-2512builds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+image+file->text
Prompt price: $0.50 / M tokens
Entered the catalogue: 1 December 2025
Last tested: 22 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Medium 3mistralai/mistral-medium-3builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 131,072
Max output: 104,857
Modalities: text+image+file->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 7 May 2025
Last tested: 22 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Medium 3.1mistralai/mistral-medium-3.1builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 131,072
Max output: 104,857
Modalities: text+image+file->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 13 August 2025
Last tested: 22 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Medium 3.5mistralai/mistral-medium-3-5builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+image+file->text
Prompt price: $1.50 / M tokens
Entered the catalogue: 30 April 2026
Last tested: 5 October 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Nemomistralai/mistral-nemobuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 19 July 2024
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Small 3.1 24Bmistralai/mistral-small-3.1-24b-instructbuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 128,000
Max output: 102,400
Modalities: text+image->text
Prompt price: $0.35 / M tokens
Entered the catalogue: 17 March 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Small 3.2 24Bmistralai/mistral-small-3.2-24b-instructbuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 256,000
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 20 June 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mistral Small 4mistralai/mistral-small-2603builds on the Mistral tokenizerVery high

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 262,144
Max output: 209,715
Modalities: text+image->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 16 March 2026
Last tested: 5 October 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Mixtral 8x22B Instructmistralai/mixtral-8x22b-instructbuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 65,536
Max output: 52,428
Modalities: text+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 17 April 2024
Last tested: 3 September 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Sabamistralai/mistral-sababuilds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 32,768
Max output: 26,214
Modalities: text+file->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 17 February 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

Mistral: Voxtral Small 24B 2507mistralai/voxtral-small-24b-2507builds on the Mistral tokenizerHigh

Maker: Mistral AI
Label on the catalogue: Mistral
What the measurement says: builds on the Mistral tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_0da8a999 · shared with 21 other models
Context: 32,768
Max output: 26,214
Modalities: text+file+audio->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 30 October 2025
Last tested: 21 August 2026

Full record Shares with NVIDIA: Nemotron 3.5 Lightning

MythoMax 13Bgryphe/mythomax-l2-13bbuilds on the Llama2 tokenizerHigh

Maker: Gryphe
Label on the catalogue: Llama2
What the measurement says: builds on the Llama2 tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_5348f9f6 · shared with 1 other model
Context: 8,192
Max output: 3,686
Modalities: text->text
Prompt price: $0.08 / M tokens
Entered the catalogue: 2 July 2023
Last tested: 21 August 2026

Full record Shares with ReMM SLERP 13B

Nex AGI: Nex-N2.5-Mininex-agi/nex-n2.5-minibuilds on the Qwen tokenizerHigh

Maker: Nex Agi
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 8 September 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Nex AGI: Nex-N2.5-Pronex-agi/nex-n2.5-probuilds on the Qwen tokenizerHigh

Maker: Nex Agi
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 262,144
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 8 September 2026
Last tested: 5 October 2026

Full record Shares with Apodex: Apodex 1.1 Mini (free)

Nous: Hermes 3 405B Instructnousresearch/hermes-3-llama-3.1-405bbuilds on the Llama3 tokenizerHigh

Maker: Nous Research
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_47615f2d · shared with 4 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 16 August 2024
Last tested: 21 August 2026

Full record Shares with Nous: Hermes 4 405B

Nous: Hermes 3 70B Instructnousresearch/hermes-3-llama-3.1-70bbuilds on the Llama3 tokenizerHigh

Maker: Nous Research
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 4 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_47615f2d · shared with 4 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.70 / M tokens
Entered the catalogue: 18 August 2024
Last tested: 21 August 2026

Full record Shares with Nous: Hermes 4 405B

OpenAI: GPT Chat Latestopenai/gpt-chat-latestbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 5 May 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-3.5 Turbo (older v0613)openai/gpt-3.5-turbo-0613builds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 4,095
Max output: undeclared
Modalities: text->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 25 January 2024
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4.1openai/gpt-4.1builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,047,576
Max output: 32,768
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 14 April 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4.1 Miniopenai/gpt-4.1-minibuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,047,576
Max output: 32,768
Modalities: text+image+file->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 14 April 2025
Last tested: 22 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4.1 Nanoopenai/gpt-4.1-nanobuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,047,576
Max output: 32,768
Modalities: text+image+file->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 14 April 2025
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4oopenai/gpt-4obuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 128,000
Max output: 16,384
Modalities: text+image+file->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 13 May 2024
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4o (2024-08-06)openai/gpt-4o-2024-08-06builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 128,000
Max output: 16,384
Modalities: text+image+file->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 6 August 2024
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4o (2024-11-20)openai/gpt-4o-2024-11-20builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 128,000
Max output: 16,384
Modalities: text+image+file->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 20 November 2024
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4o-miniopenai/gpt-4o-minibuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 128,000
Max output: 16,384
Modalities: text+image+file->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 18 July 2024
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-4o-mini (2024-07-18)openai/gpt-4o-mini-2024-07-18builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 128,000
Max output: 16,384
Modalities: text+image+file->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 18 July 2024
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5openai/gpt-5builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 7 August 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5 Miniopenai/gpt-5-minibuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 7 August 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5 Nanoopenai/gpt-5-nanobuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 7 August 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.1openai/gpt-5.1builds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 13 November 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.1-Codexopenai/gpt-5.1-codexbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 13 November 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.1-Codex-Maxopenai/gpt-5.1-codex-maxbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 4 December 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.1-Codex-Miniopenai/gpt-5.1-codex-minibuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image->text
Prompt price: $0.25 / M tokens
Entered the catalogue: 13 November 2025
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.2openai/gpt-5.2builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $1.75 / M tokens
Entered the catalogue: 10 December 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.2-Codexopenai/gpt-5.2-codexbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image->text
Prompt price: $1.75 / M tokens
Entered the catalogue: 14 January 2026
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.3-Codexopenai/gpt-5.3-codexbuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $1.75 / M tokens
Entered the catalogue: 24 February 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.4openai/gpt-5.4builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.50 / M tokens
Entered the catalogue: 5 March 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.4 Miniopenai/gpt-5.4-minibuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.75 / M tokens
Entered the catalogue: 17 March 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.4 Nanoopenai/gpt-5.4-nanobuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 400,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 17 March 2026
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.5openai/gpt-5.5builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $5.00 / M tokens
Entered the catalogue: 24 April 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.5 Proopenai/gpt-5.5-probuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $30.0 / M tokens
Entered the catalogue: 24 April 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.6 Lunaopenai/gpt-5.6-lunabuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 9 July 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.6 Solopenai/gpt-5.6-solbuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 9 July 2026
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-5.6 Terraopenai/gpt-5.6-terrabuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 9 July 2026
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-6 Astraopenai/gpt-6-astrabuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $10.0 / M tokens
Entered the catalogue: 4 September 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-6 Lunaopenai/gpt-6-lunabuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 22 September 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Sol

OpenAI: GPT-6 Solopenai/gpt-6-solbuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 22 September 2026
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: GPT-6.1 Solopenai/gpt-6.1-solbuilds on the GPT tokenizerModerate

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with openai/gpt-5-nano, short of a full exact signature
Context: 1,050,000
Max output: 128,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 29 September 2026
Last tested: 5 October 2026

Full record

OpenAI: gpt-oss-120bopenai/gpt-oss-120bbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 5 August 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: gpt-oss-20bopenai/gpt-oss-20bbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 131,072
Max output: 32,768
Modalities: text->text
Prompt price: $0.02 / M tokens
Entered the catalogue: 5 August 2025
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: gpt-oss-safeguard-20bopenai/gpt-oss-safeguard-20bbuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 131,072
Max output: 65,536
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 29 October 2025
Last tested: 21 August 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: o3openai/o3builds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 200,000
Max output: 100,000
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 16 April 2025
Last tested: 5 October 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: o3 Miniopenai/o3-minibuilds on the GPT tokenizerHigh

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 200,000
Max output: 100,000
Modalities: text+file->text
Prompt price: $1.10 / M tokens
Entered the catalogue: 31 January 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: o3 Mini Highopenai/o3-mini-highbuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 200,000
Max output: 100,000
Modalities: text+file->text
Prompt price: $1.10 / M tokens
Entered the catalogue: 12 February 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: o4 Miniopenai/o4-minibuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 200,000
Max output: 100,000
Modalities: text+image+file->text
Prompt price: $1.10 / M tokens
Entered the catalogue: 16 April 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

OpenAI: o4 Mini Highopenai/o4-mini-highbuilds on the GPT tokenizerVery high

Maker: OpenAI
Label on the catalogue: GPT
What the measurement says: builds on the GPT tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_d1411c9d · shared with 40 other models
Context: 200,000
Max output: 100,000
Modalities: text+image+file->text
Prompt price: $1.10 / M tokens
Entered the catalogue: 16 April 2025
Last tested: 3 September 2026

Full record Shares with OpenAI: GPT-6 Luna

PrismML: Ternary Bonsai 2 27Bprism-ml/ternary-bonsai-2-27bbuilds on the Qwen tokenizerHigh

Maker: Prism Ml
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 18 September 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen Plus 0728qwen/qwen-plus-2025-07-28builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,000,000
Max output: 32,768
Modalities: text->text
Prompt price: $0.26 / M tokens
Entered the catalogue: 8 September 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen-Plusqwen/qwen-plusbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,000,000
Max output: 32,768
Modalities: text->text
Prompt price: $0.26 / M tokens
Entered the catalogue: 1 February 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen2.5 7B Instructqwen/qwen-2.5-7b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 32,768
Max output: undeclared
Modalities: text->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 16 October 2024
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen2.5 VL 72B Instructqwen/qwen2.5-vl-72b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 128,000
Max output: undeclared
Modalities: text+image->text
Prompt price: $0.80 / M tokens
Entered the catalogue: 1 February 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 14Bqwen/qwen3-14bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.12 / M tokens
Entered the catalogue: 28 April 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 235B A22Bqwen/qwen3-235b-a22bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 8,192
Modalities: text->text
Prompt price: $0.45 / M tokens
Entered the catalogue: 28 April 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 235B A22B Instruct 2507qwen/qwen3-235b-a22b-2507builds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.09 / M tokens
Entered the catalogue: 21 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 235B A22B Thinking 2507qwen/qwen3-235b-a22b-thinking-2507builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: undeclared
Modalities: text->text
Prompt price: $0.23 / M tokens
Entered the catalogue: 25 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 30B A3Bqwen/qwen3-30b-a3bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.12 / M tokens
Entered the catalogue: 28 April 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 30B A3B Instruct 2507qwen/qwen3-30b-a3b-instruct-2507builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 32,000
Modalities: text->text
Prompt price: $0.05 / M tokens
Entered the catalogue: 29 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 30B A3B Thinking 2507qwen/qwen3-30b-a3b-thinking-2507builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 81,920
Max output: 32,768
Modalities: text->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 28 August 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 32Bqwen/qwen3-32bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.08 / M tokens
Entered the catalogue: 28 April 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 8Bqwen/qwen3-8bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 8,192
Modalities: text->text
Prompt price: $0.12 / M tokens
Entered the catalogue: 28 April 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Coder 30B A3B Instructqwen/qwen3-coder-30b-a3b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 31 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Coder 480B A35Bqwen/qwen3-coderbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 23 July 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Coder Flashqwen/qwen3-coder-flashbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,000,000
Max output: 65,536
Modalities: text->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 17 September 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Coder Nextqwen/qwen3-coder-nextbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.12 / M tokens
Entered the catalogue: 4 February 2026
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Coder Plusqwen/qwen3-coder-plusbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 1,000,000
Max output: 65,536
Modalities: text->text
Prompt price: $0.65 / M tokens
Entered the catalogue: 23 September 2025
Last tested: 5 October 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Maxqwen/qwen3-maxbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $0.78 / M tokens
Entered the catalogue: 23 September 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Max Thinkingqwen/qwen3-max-thinkingbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $0.78 / M tokens
Entered the catalogue: 9 February 2026
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Next 80B A3B Instructqwen/qwen3-next-80b-a3b-instructbuilds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 40 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 11 September 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 Next 80B A3B Thinkingqwen/qwen3-next-80b-a3b-thinkingbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 32,768
Modalities: text->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 11 September 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 235B A22B Instructqwen/qwen3-vl-235b-a22b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.21 / M tokens
Entered the catalogue: 23 September 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 235B A22B Thinkingqwen/qwen3-vl-235b-a22b-thinkingbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.40 / M tokens
Entered the catalogue: 23 September 2025
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 30B A3B Instructqwen/qwen3-vl-30b-a3b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 16,384
Modalities: text+image->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 6 October 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 30B A3B Thinkingqwen/qwen3-vl-30b-a3b-thinkingbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 6 October 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 32B Instructqwen/qwen3-vl-32b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 23 October 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 8B Instructqwen/qwen3-vl-8b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 262,144
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.12 / M tokens
Entered the catalogue: 14 October 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3 VL 8B Thinkingqwen/qwen3-vl-8b-thinkingbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 131,072
Max output: 32,768
Modalities: text+image->text
Prompt price: $0.18 / M tokens
Entered the catalogue: 14 October 2025
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen: Qwen3.5 397B A17Bqwen/qwen3.5-397b-a17bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.55 / M tokens
Entered the catalogue: 16 February 2026
Last tested: 22 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5 Plus 2026-02-15qwen/qwen3.5-plus-02-15builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.26 / M tokens
Entered the catalogue: 16 February 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5 Plus 2026-04-20qwen/qwen3.5-plus-20260420builds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.30 / M tokens
Entered the catalogue: 27 April 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5-122B-A10Bqwen/qwen3.5-122b-a10bbuilds on the Qwen tokenizerModerate

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why moderate: near-exact agreement (48 of 48 strings) with nex-agi/nex-n2-mini, short of a full exact signature
Context: 262,144
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.26 / M tokens
Entered the catalogue: 25 February 2026
Last tested: 21 August 2026

Full record

Qwen: Qwen3.5-27Bqwen/qwen3.5-27bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.20 / M tokens
Entered the catalogue: 25 February 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5-35B-A3Bqwen/qwen3.5-35b-a3bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 25 February 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5-9Bqwen/qwen3.5-9bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: 32,768
Modalities: text+image+video->text
Prompt price: $0.10 / M tokens
Entered the catalogue: 10 March 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.5-Flashqwen/qwen3.5-flash-02-23builds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.07 / M tokens
Entered the catalogue: 25 February 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.6 27Bqwen/qwen3.6-27bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 262,144
Max output: 262,140
Modalities: text+image+video->text
Prompt price: $0.32 / M tokens
Entered the catalogue: 27 April 2026
Last tested: 3 September 2026

Full record Shares with Apodex: Apodex 1.1 Mini (free)

Qwen: Qwen3.6 35B A3Bqwen/qwen3.6-35b-a3bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 5 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_06ffa14a · shared with 5 other models
Context: 262,144
Max output: undeclared
Modalities: text+image+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 27 April 2026
Last tested: 21 August 2026

Full record Shares with Apodex: Apodex 1.1 Mini (free)

Qwen: Qwen3.6 Flashqwen/qwen3.6-flashbuilds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.19 / M tokens
Entered the catalogue: 27 April 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.6 Max Previewqwen/qwen3.6-max-previewbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 262,144
Max output: 65,536
Modalities: text->text
Prompt price: $1.03 / M tokens
Entered the catalogue: 27 April 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.6 Plusqwen/qwen3.6-plusbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen3
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.33 / M tokens
Entered the catalogue: 2 April 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.7 Flashqwen/qwen3.7-flashbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 65,536
Modalities: text+image+video->text
Prompt price: $0.03 / M tokens
Entered the catalogue: 27 July 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.7 Maxqwen/qwen3.7-maxbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text->text
Prompt price: $1.48 / M tokens
Entered the catalogue: 21 May 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.7 Plusqwen/qwen3.7-plusbuilds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image->text
Prompt price: $0.32 / M tokens
Entered the catalogue: 3 June 2026
Last tested: 21 August 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.8 2.4T A95Bqwen/qwen3.8-2.4t-a95bbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 21 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,048,576
Max output: 131,072
Modalities: text->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 12 August 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.8 Flashqwen/qwen3.8-flashbuilds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 26 August 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.8 Max (0902)qwen/qwen3.8-max-0902builds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 3 September 2026
Last tested: 5 October 2026

Full record Shares with Qwen: Qwen3.8 Max Prime

Qwen: Qwen3.8 Max Primeqwen/qwen3.8-max-primebuilds on the Qwen tokenizerVery high

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why very high: an exact fingerprint shared with 21 models and an identical API contract inside the same group: two signals of different kinds agree
Fingerprint: tk_181907f2 · shared with 21 other models
Context: 1,000,000
Max output: 131,072
Modalities: text+image+video->text
Prompt price: $4.00 / M tokens
Entered the catalogue: 23 September 2026
Last tested: 5 October 2026

Full record Shares with PrismML: Ternary Bonsai 2 27B

Qwen: Qwen3.8 Omni Flashqwen/qwen3.8-omni-flashbuilds on the Qwen tokenizerModerate

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why moderate: near-exact agreement (49 of 49 strings) with qwen/qwen3.8-27b, short of a full exact signature
Context: 1,000,000
Max output: 131,072
Modalities: text+image+audio+video->text
Prompt price: $0.15 / M tokens
Entered the catalogue: 21 September 2026
Last tested: 5 October 2026

Full record

Qwen2.5 72B Instructqwen/qwen-2.5-72b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 32,768
Max output: 16,384
Modalities: text->text
Prompt price: $0.36 / M tokens
Entered the catalogue: 19 September 2024
Last tested: 21 August 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

Qwen2.5 Coder 32B Instructqwen/qwen-2.5-coder-32b-instructbuilds on the Qwen tokenizerHigh

Maker: Alibaba (Qwen)
Label on the catalogue: Qwen
What the measurement says: builds on the Qwen tokenizer
Why high: an exact fingerprint shared with 40 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_5410b38e · shared with 40 other models
Context: 32,768
Max output: undeclared
Modalities: text->text
Prompt price: $0.66 / M tokens
Entered the catalogue: 11 November 2024
Last tested: 3 September 2026

Full record Shares with Xiaomi: MiMo-V2.6-Pro-UltraSpeed

ReMM SLERP 13Bundi95/remm-slerp-l2-13bbuilds on the Llama2 tokenizerHigh

Maker: Undi95
Label on the catalogue: Llama2
What the measurement says: builds on the Llama2 tokenizer
Why high: an exact fingerprint shared with 1 model that declares the same family, without a second signal of a different kind yet
Fingerprint: tk_5348f9f6 · shared with 1 other model
Context: 6,144
Max output: undeclared
Modalities: text->text
Prompt price: $0.35 / M tokens
Entered the catalogue: 22 July 2023
Last tested: 22 August 2026

Full record Shares with MythoMax 13B

Sao10K: Llama 3 8B Lunarissao10k/l3-lunaris-8bbuilds on the Llama3 tokenizerHigh

Maker: Sao10k
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: one template-boundary shift from a group whose members all declare the same family
Fingerprint: tk_066351de · unique so far
Context: 8,192
Max output: undeclared
Modalities: text->text
Prompt price: $0.04 / M tokens
Entered the catalogue: 13 August 2024
Last tested: 21 August 2026

Full record

Sao10K: Llama 3.1 Euryale 70B v2.2sao10k/l3.1-euryale-70bbuilds on the Llama3 tokenizerHigh

Maker: Sao10k
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.85 / M tokens
Entered the catalogue: 28 August 2024
Last tested: 21 August 2026

Full record Shares with Inference.net: Schematron V2 Small

Sao10K: Llama 3.3 Euryale 70Bsao10k/l3.3-euryale-70bbuilds on the Llama3 tokenizerHigh

Maker: Sao10k
Label on the catalogue: Llama3
What the measurement says: builds on the Llama3 tokenizer
Why high: an exact fingerprint shared with 8 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_6588ed5b · shared with 8 other models
Context: 131,072
Max output: 16,384
Modalities: text->text
Prompt price: $0.65 / M tokens
Entered the catalogue: 18 December 2024
Last tested: 21 August 2026

Full record Shares with Inference.net: Schematron V2 Small

SpaceXAI: Grok 4.20x-ai/grok-4.20builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_a17bbc1d · shared with 2 other models
Context: 2,000,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 31 March 2026
Last tested: 3 September 2026

Full record Shares with SpaceXAI: Grok Build 0.1

SpaceXAI: Grok 4.3x-ai/grok-4.3builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_a17bbc1d · shared with 2 other models
Context: 1,000,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $1.25 / M tokens
Entered the catalogue: 30 April 2026
Last tested: 5 October 2026

Full record Shares with SpaceXAI: Grok Build 0.1

SpaceXAI: Grok 4.5x-ai/grok-4.5builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_cb7f8e86 · shared with 2 other models
Context: 500,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 8 July 2026
Last tested: 5 October 2026

Full record Shares with SpaceXAI: Grok 4.7

SpaceXAI: Grok 4.6x-ai/grok-4.6builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_cb7f8e86 · shared with 2 other models
Context: 500,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 12 August 2026
Last tested: 5 October 2026

Full record Shares with SpaceXAI: Grok 4.7

SpaceXAI: Grok 4.7x-ai/grok-4.7builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_cb7f8e86 · shared with 2 other models
Context: 500,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $2.00 / M tokens
Entered the catalogue: 21 September 2026
Last tested: 5 October 2026

Full record Shares with SpaceXAI: Grok 4.6

SpaceXAI: Grok Build 0.1x-ai/grok-build-0.1builds on the Grok tokenizerHigh

Maker: xAI
Label on the catalogue: Grok
What the measurement says: builds on the Grok tokenizer
Why high: an exact fingerprint shared with 2 models that declare the same family, without a second signal of a different kind yet
Fingerprint: tk_a17bbc1d · shared with 2 other models
Context: 256,000
Max output: undeclared
Modalities: text+image+file->text
Prompt price: $1.00 / M tokens
Entered the catalogue: 20 May 2026
Last tested: 3 September 2026

Full record Shares with SpaceXAI: Grok 4.3

Why the dull ones are here too

Plenty of these rows say the obvious: a maker's model reads with that maker's own vocabulary, exactly as its label claims. Those are published because a measurement we took is a measurement we show, and because they are the reference library that makes the interesting ones possible. Ox Alpha could only be placed with the Z.ai family because GLM had already been measured. The method and the controls cover both halves.

Using these figures

Quote any figure here with attribution to YFarmX and a link to the row it came from. Every row has its own address, so a cited number stays checkable, and measurements are dated and append-only. We are not handing out the raw files at the moment; for bulk or commercial use, ask first.