OpenAI

GPT-5.1-Codex

Tool callingStructured outputReasoningImage input

Codex GPT for repository edits, code review, and practical software agents

Context
400K
Released
11mo ago
Input / 1M tokens
$1.25
Output / 1M tokens
$10.00
Cached input / 1M tokens
$0.13

Sources:models.devOpenRouter

Benchmarks

DeepSWE is the primary coding benchmark where an exact model evaluation exists. Other sourced evaluations appear below; missing scores are not zero.

Not evaluated in DeepSWE 1.1 as of 2026-09-22. Results are only shown for exact model versions in the official dataset. Official leaderboard.

Other published benchmarks

EvaluationReported score and source
Terminal Bench
57.8%
Terminal-Bench v2 Leaderboard · gpt-5.1-codex
Agent: Codex CLI
Terminal-Bench v2 Leaderboard
Original-source terms apply
Terminal Bench
36.9%
Terminal-Bench v2 Leaderboard · gpt-5.1-codex
Agent: Terminus 2
Terminal-Bench v2 Leaderboard
Original-source terms apply
Terminal Bench
57.8%
https://www.tbench.ai/leaderboard/terminal-bench/2.0 · gpt-5.1-codex
Agent: Crux
https://www.tbench.ai/leaderboard/terminal-bench/2.0
Original-source terms apply
Terminal Bench
53.5%
https://www.tbench.ai/leaderboard/terminal-bench/2.0 · gpt-5.1-codex
Agent: Letta Code
https://www.tbench.ai/leaderboard/terminal-bench/2.0
Original-source terms apply
Terminal Bench
36.9%
https://www.tbench.ai/leaderboard/terminal-bench/2.0 · gpt-5.1-codex
Agent: Terminus 2
https://www.tbench.ai/leaderboard/terminal-bench/2.0
Original-source terms apply

Benchmark compilation: Epoch AI, Capabilities & benchmarking (CC BY attribution). Scores are converted to percentages and model names matched to the Vertical Tabs catalog. Individual evaluations are credited to their original sources. External results may carry separate licences and evaluation configurations; do not interpret scores from different harnesses as directly comparable.

Specifications

Developer
OpenAI
Model family
GPT
Type
Language model
Predecessor
—
Successor
—
Released
November 13, 2025
Model ID
openai/gpt-5.1-codex
Openness
Closed
License
—
Input modalities
text, image
Output modalities
text
Modality
text+image->text
Tokenizer
GPT
Max output tokens
128K
Knowledge cutoff
2024-09-30
Hugging Face
—
Source freshness
Metadata synced Oct 8, 2026, 10:17 PM UTC
Additional source evidence
Source model
openai/gpt-5.1-codex
Source family
gpt-codex
Last updated
2025-11-13
Knowledge cutoff
2024-09-30
Model context
400K
Maximum input
272K
Model output limit
128K
Open weights
No
File attachments
Yes
Reasoning
Yes
Tool calling
Yes
Structured output
Yes
Temperature control
No
Complete source record (JSON)
{
  "id": "openai/gpt-5.1-codex",
  "name": "GPT-5.1 Codex",
  "description": "Codex GPT for repository edits, code review, and practical software agents",
  "family": "gpt-codex",
  "last_updated": "2025-11-13",
  "knowledge": "2024-09-30",
  "attachment": true,
  "reasoning": true,
  "tool_call": true,
  "structured_output": true,
  "temperature": false,
  "modalities": {
    "input": [
      "text",
      "image"
    ],
    "output": [
      "text"
    ]
  },
  "limit": {
    "context": 400000,
    "input": 272000,
    "output": 128000
  },
  "release_date": "2025-11-13",
  "open_weights": false
}

Infrastructure

Provider availability

All providers
ProviderEndpointContextInput /M tokensOutput /M tokensCached input /M tokensCache write /M tokensUptime 1dData handling
Azureazure400K$1.25$10.00$0.13—100.00%
ZDR: Yes

Training: Unknown

Prompt logging: Unknown

Retention: Unknown

Checked 2026-10-15

Provider data:OpenRouter

Text provenance

EU · product-scoped

OpenAI textGrain watermarking

In the EU, ChatGPT-generated text uses textGrain. OpenAI says API customers can opt in globally for select models, so watermarking depends on the product surface and configuration.

Official explanation