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OpenAI: GPT-5.6 Luna Pro

openai/gpt-5.6-luna-pro · OpenAIUnmeasurable
Declared family
GPT
Declared tokenizer tag
GPT
Entered catalogue
9 July 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 upSet up identically to 11 other listings, field for fieldapi_6c8e2afa
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 answeringReasons when asked to, at max, xhigh, high, medium, low, none, medium by defaultits own listing
Who served our requestsOpenAIwe measured it, 5 October 2026

The measured fingerprint

What each test string cost this model, in tokens

We sent OpenAI: GPT-5.6 Luna 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, 27 excluded as corrupt

English and whitespace

en-prose52
en-long63
spaces-2016
spaces-6016
tabs-209
newlines-2018
mixed-wsx

Digits

digits-910
digits-12x
digits-30x
digits-sepx
float-longx

CJK

zh-common46
zh-long80
zh-rarex
ja-kana38
ja-kanji49
ko41

Other scripts

ru47
ar40
hex
hi55
th42
el53

Emoji

emoji-basicx
emoji-skinx
emoji-zwj-familyx
emoji-zwj-x3x
emoji-flagsx
emoji-profx

Rare Unicode

mathx
boxdrawx
combiningx
cjk-ext-bx
surrogatesx
zalgox
rtl-mix17

Code

py-codex
py-indent57
jsonx
htmlx
regexx
camel21
snake21

Repetition and encodings

rare-word-x5120
repeat-tok83
base64x
hexx
urlx
uuidx

An x marks a row excluded as corrupt (caching or provider interference detected during measurement). Overhead subtracted: 1549 prompt tokens.

Declared record

What the catalogue claims about this model

GPT-5.6 Luna Pro is the same underlying model as [GPT-5.6 Luna](https://openrouter.ai/openai/gpt-5.6-luna), 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
$0.20 / M tokens
Completion price
$1.20 / 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
  • 9 July 2026Enters the OpenRouter catalogue declared as GPT.
  • 5 October 2026Fingerprinted in the YFarmX catalogue sweep · 23 of 50 strings measured clean.