OpenAI: GPT-5.4 Nano (batch)

openai/gpt-5.4-nano:batch · OpenAIDeclared and measured agree

Tokenizer lineage (measured): GPT
Evidence confidence: High
Declared tokenizer tag: GPT
Entered catalogue: 17 March 2026
Last tested: Not yet measured
Measurement: Variant: inherits its base model’s measurement

Evidence

✓ inherited from openai/gpt-5.4-nano: a serving variant shares its base model's tokenizer

This entry is a serving variant of OpenAI: GPT-5.4 Nano. A variant shares its base model's tokenizer by construction, so the measurement lives on the base record and this page inherits it.

Identity statement

OpenAI: GPT-5.4 Nano (batch) is OpenAI's model. Its measured tokenizer sits with the GPT group, which is evidence that it builds on the GPT tokenizer. Tokenizer reuse is normal engineering, open vocabularies travel between labs, and this says nothing against OpenAI's authorship of the model itself.

Evidence stack

Signals of different kinds, weighed together

Signal	Result	Reference
Tokenizer signature	Not measured	–
API surface	Identical contract to 2 other entries	api_44c310b1
Context and output	400,000 context · 128,000 max output	declared
Reasoning contract	Optional · efforts xhigh, high, medium, low, none · default medium	declared
Serving providers observed	None recorded yet	–

Declared record

What the catalogue claims about this model

GPT-5.4 nano is the most lightweight and cost-efficient variant of the GPT-5.4 family, optimized for speed-critical and high-volume tasks. It supports text and image inputs and is designed for low-latency...

Modalities: text+image+file->text
Declared tokenizer: GPT
Prompt price: $0.10 / M tokens
Completion price: $0.63 / M tokens

Supported parameters

include_reasoningmax_tokensreasoningreasoning_effortresponse_formatseedstructured_outputstool_choicetools

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

17 March 2026Enters the OpenRouter catalogue declared as GPT.

Cite this page as the evidence record for OpenAI: GPT-5.4 Nano (batch): the URL is stable, measurements are dated, and revisions append to the history above. Method: tokenizer fingerprinting, v1, 50 strings. The raw data behind every figure is on the data page.