GPT-5.1-Codex vs GPT-5 (medium)

Change models
IndexAll categories, out of 100.
52.9 ±5.7
53.0 ±9.2 best
GapIndex points below the top.
−0.1 · no clear gap
Top
CoverageIndex weight that has results.
85% best
65%
SpeedOutput tokens per second.
55/s
76/s best
EloLMArena rating and rank.
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ReleasedMonth of release.
2025-11
2025-08
Input / 1MUS dollars per 1M input tokens.
$1.25
$1.25
Output / 1MUS dollars per 1M output tokens.
$10.00
$10.00
1K chats2K tokens in, 500 out, each.
$7.50
$7.50
1K documents20K tokens in, 1K out, each.
$35.00
$35.00
1K agent tasks200K tokens in, 20K out, each.
$450.00
$450.00
ContextMaximum tokens in one request.
400K
400K
AgenticMulti-step tasks with tools.
56.1
60.2 best
CodingCode writing and repair.
49.8
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ReasoningLogic problems and puzzles.
51.4 best
48.1
MultimodalTasks with images and text.
49.5
51.8 best
KnowledgeFacts and expert knowledge.
55.7 best
54.9
MultilingualTasks in many languages.
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InstructionTasks with strict prompt rules.
54.4
55.0 best
MathMath problems.
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Benchmarks

8 shared
Only GPT-5.1-Codex: 7
GPT-5.1-Codex
GPT-5 (medium)
25.7% best96 / 222
25.4%98 / 222
69.3%115 / 217
76.0% best88 / 217
5.7% best78 / 214
0.0%150 / 214
86.0% best68 / 199
84.2%83 / 199
39.9% best52 / 164
39.5%55 / 164
83.0%64 / 149
86.5% best50 / 149
70.0%46 / 146
70.6% best41 / 146
72.5%69 / 113
74.3% best58 / 113