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GPT-5.1 Codex (high)

OpenAIGPTProprietary

Description

GPT-5.1 Codex is a version of GPT-5.1 optimized for agentic coding tasks in Codex or similar environments. It features higher reasoning capabilities and is available in the Responses API. The underlying model snapshot is regularly updated.

Release Date
2025-11-13
Parameters
—
Context Length
400K
Modalities
image, text

Capability Radar

43
general
85
coding
94
reasoning
67
science
50
agents
85
multimodal

Rankings

Domain#RankScoreSource
Code Ranking146
75.0
AA
General Ranking103
67.0
AA
Science158
65.0
AA

Benchmark Scores (LLM Stats)

(LLM Stats (zeroeval))

Math

AIME 202596.7%SR

Reasoning

SWE-Bench Verified73.7%SR
SWE-Lancer66.3%SR
Terminal-Bench 2.0Stanford × Laude Institute (2026)52.8%SR

AA Evaluation Indices

(Artificial Analysis)
Math Index(Artificial Analysis)
95.7
Aime 25(MAA (Mathematical Association of America))
95.7
Mmlu Pro(TIGER-Lab (Univ. of Waterloo, Toronto, CMU, 2024))
86.0
Gpqa(NYU + Cohere + Anthropic (2023))
86.0
Livecodebench(UC Berkeley + MIT + Cornell (2024))
84.9
Tau2(Sierra + U Toronto + Vector Institute (2025))
83.0
Ifbench(Google Research (2023))
70.0
Lcr(Artificial Analysis)
69.3
Terminalbench Hard(Stanford × Laude Institute (2026))
34.8
Hle(Center for AI Safety + Scale AI (2025))
25.7
Intelligence Index(Artificial Analysis)
23.7

LLM Stats Category Scores

(LLM Stats (zeroeval))
Frontend Development
70
Reasoning
60
General
60
Code
60
Agents
50
Tool Calling
50

Pricing

Input Price$1.25 / 1M tokens
Output Price$10 / 1M tokens
Blended Price (3:1)$3.438 / 1M tokens
Cache Read Price$0.13 / 1M tokens

Speed

Tokens/sec0.0
Time to First Token0.00s
Time to Answer0.00s

Provider Price Ranking

Provider Price Ranking

9 providers

Cheapest: PoeMost Expensive: Impossibl
ProviderInputOutput
1PoeCheapest
$1.1
$9
2OpenAIPRIMARY
$1.25
$10
3NanoGPT
$1.25
$10
4OpenRouter
$1.25
$10
5ZenMux
$1.25
$10
6Kilo Gateway
$1.25
$10
7Vercel AI Gateway
$1.25
$10
8OrcaRouter
$1.25
$10
9Impossibl
$1.25
$10

Compare pricing across different API providers for this model.

External Sources