GPT-5.1-Codex

GPT-5.1-Codex is a reasoning model from OpenAI. 16 benchmarks count toward its score, in 6 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.54.3 ±5.5
CoverageShare of the index weight with results.85%
SpeedOutput tokens per second.39/s
Input / 1MUS dollars per 1M input tokens.$1.25
Output / 1MUS dollars per 1M output tokens.$10
ContextMaximum tokens in one request.400K
EloLMArena rating and rank.N/A

The index is a score out of 100. The ± range shows how much it can change.

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
56.8
CodingCode writing and repair.
50.6
ReasoningLogic problems and puzzles.
53.3
MultimodalTasks with images and text.
55.7
KnowledgeFacts and expert knowledge.
56.1
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
60.1
MathMath problems.
N/A

Results

16 counted
BenchmarkThe test name.CategoryThe capability that the test measures.ResultThe score from the publisher.IndexThis result as a score out of 100.RunThe settings of the run.DateDate of the result.Published byThe source of the result.
Artificial Analysis GPQA DiamondKnowledge86.0%56.7Artificial Analysis
LiveCodeBenchCoding85.5%62.11 Sept 2026Vals AI
τ²-Bench Tool-Agent-User EvaluationAgentic83.0%58.4Victor Barres et al.
Artificial Analysis MMMU-ProMultimodal72.5%55.7Artificial Analysis
Artificial Analysis IFBenchInstruction70.0%60.1Artificial Analysis
Artificial Analysis Long Context ReasoningReasoning69.3%56.2Artificial Analysis
SWE-bench VerifiedCoding66.0%50.5medium effort · mini-SWE-agent1 Sept 2026SWE-bench team
Terminal-Bench 1.0Agentic57.5%60.312 Jan 2026Vals AI
Gert Labs Composite Game BenchmarkAgentic49.7%56.6Gert Labs
Artificial Analysis Omniscience AccuracyKnowledge39.9%63.2Artificial Analysis
JobBenchAgentic26.2%52.1Yuetai Li et al.
Artificial Analysis Humanity's Last ExamKnowledge25.7%52.4Artificial Analysis
Artificial Analysis Intelligence IndexKnowledge23.7%52.0Artificial Analysis
Vibe Code Bench v1.1Coding13.1%47.6OpenHands21 Sept 2026Vals AI
Critical Physics TasksReasoning5.7%50.3Artificial Analysis
IOI v1Coding3.7%42.09 Aug 2026Vals AI

16 benchmarks count, from 16 of 16 results. A grey row does not count. Too few models took that benchmark.

Sources

BenchLM benchmark aggregationUsed with attribution; per-benchmark results credited to their original authorsOpenRouter, collected directlyNo licence statedVals AI, collected directlyNo licence stated. Read from the public leaderboard and credited to Vals AISWE-bench team, collected directlyNo licence stated. The repository publishes submission records for reproducibility and transparency and asks that SWE-bench be cited

Same level, lower price

Qwen3.8-Flash-Next66.4 · Freedots3-note Preview65.5 · FreeApodex 1.1 Mini59.1 · Free

More from OpenAI

GPT-6 Astra83.5GPT-5.6 Sol76.7GPT-5.6 Terra73.4GPT-6 Sol76.9GPT-5.572.3