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OpenAI: GPT-6.1 Sol Pro

openai/gpt-6.1-sol-pro · OpenAIUnmeasurable
Declared family
GPT
Declared tokenizer tag
GPT
Entered catalogue
29 September 2026
Last tested
5 October 2026
Measurement
Unmeasurable: prompt caching corrupts its token accounting
Evidence confidence
Unknown

What we checked

Four different kinds of evidence, and what each one showed
We checkedWhat we foundWhere it came from
How it counts tokensNot measured yetwe measured it
How its API is set upA combination of settings no other listing in the catalogue usesapi_aca33bfa
How much it can read and writeReads up to 1,050,000 tokens at once, writes up to 128,000its own listing
Whether it thinks before answeringAlways reasons, and cannot be turned off, at max, xhigh, high, medium, low, medium by defaultits own listing
Who served our requestsOpenAIwe measured it, 5 October 2026

Closest measured models

Agreement across the mutually clean test strings

Click a row to open the full comparison.

The measured fingerprint

What each test string cost this model, in tokens

We sent OpenAI: GPT-6.1 Sol Pro fifty short pieces of text and recorded what each one cost it in tokens. The bars below are those costs. Two models built on the same tokenizer produce the same bars; a model built on a different one produces a different set, which is what makes this a fingerprint.

All 50 rows, 21 excluded as corrupt

English and whitespace

en-prose49
en-long57
spaces-209
spaces-6016
tabs-2015
newlines-20x
mixed-wsx

Digits

digits-911
digits-1220
digits-30x
digits-sepx
float-long29

CJK

zh-common45
zh-long60
zh-rarex
ja-kanax
ja-kanji46
ko41

Other scripts

ru40
ar40
he38
hi41
th42
el49

Emoji

emoji-basic19
emoji-skin46
emoji-zwj-familyx
emoji-zwj-x3x
emoji-flagsx
emoji-profx

Rare Unicode

mathx
boxdrawx
combiningx
cjk-ext-bx
surrogatesx
zalgo4
rtl-mix23

Code

py-codex
py-indent53
jsonx
htmlx
regexx
camel26
snake26

Repetition and encodings

rare-word-x5100
repeat-tok69
base64x
hex40
url59
uuidx

An x marks a row excluded as corrupt (caching or provider interference detected during measurement). Overhead subtracted: 1454 prompt tokens.

Declared record

What the catalogue claims about this model

GPT-6.1 Sol Pro is the same underlying model as [GPT-6.1 Sol](https://openrouter.ai/openai/gpt-6.1-sol), served with `reasoning.mode` set to `pro` for higher-quality responses on complex tasks. **Cost note:** pro mode spends far more...

Modalities
text+image+file->text
Declared tokenizer
GPT
Prompt price
$2.00 / M tokens
Completion price
$10.0 / M tokens

Supported parameters

include_reasoningmax_completion_tokensmax_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetoolsverbosity

defaults: {"temperature":null,"top_p":null,"top_k":null,"frequency_penalty":null,"presence_penalty":null,"repetition_penalty":null}

Catalogue entry

History

Every observation, kept as taken
  • 29 September 2026Enters the OpenRouter catalogue declared as GPT.
  • 5 October 2026Fingerprinted in the YFarmX catalogue sweep · 29 of 50 strings measured clean.