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GPT-5.1-Codex

OpenAIProprietaryReasoningProvisionalReleased Nov 13, 2025Input: text, image
Overall score
50.4
Rank 95 of 222 · 36.1–64.8
Context window
400K
400,000 tokens
Price per 1M tokens
$1.25 in · $10.00 out
Source: BenchLM
Blended price
$3.44
3:1 input:output tokens
Output speed
—
Not measured yet

Category scores

Scores per capability area with the model's rank among ranked models in that category.

  1. 1Instruction following#4985.6
  2. 2Reasoning72.6
  3. 3Multimodal71.3
  4. 4Coding70.4
  5. 5Knowledge64.0
Higher is better. #N is the model's rank in that category, where it is eligible to be ranked.

Benchmark results (3)

As reported in system cards, papers and public evaluations. Position compares this model with every other model reporting the same benchmark.

Agentic & tool use

Gert Labs49.68#22 of 52
JobBench26.2#25 of 34

Multimodal

Design Arena Website1163#71 of 91

Pricing by source

USD per 1M tokens.

SourceInputOutputCached in
List price (BenchLM)$1.25$10.00$0.13
OpenRouter openai/gpt-5.1-codex$1.25$10.00$0.13

OpenAI's GPT-5.1-Codex model documentation lists $1.25 input / $0.125 cached input / $10.00 output per million text tokens.

Arena ratings

Human-preference ratings from LMArena. Best-rated variant shown.

WebDev (coding)1337#122 · 5K votes

Speed

Measured by us through OpenRouter (median of trials).

Not measured yet.

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