Claude Opus 4.1

Claude Opus 4.1 is a model from Anthropic. 17 benchmarks count toward its score, in 6 categories.

availableShows if the model has enough results for an index.
IndexOverall score out of 100.46.8 ±4.9
CoverageShare of the index weight with results.90%
SpeedOutput tokens per second.10/s
Input / 1MUS dollars per 1M input tokens.$15 batch $7.5
Output / 1MUS dollars per 1M output tokens.$75 batch $37.5 US dollars per 1M output tokens in a batch.
ContextMaximum tokens in one request.200K
EloLMArena rating and rank.1418 (#112)

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

75,913 votes. Elo shows what people prefer. It does not change the score.

CapabilitiesScore per category, out of 100.

Out of 100
AgenticMulti-step tasks with tools.
48.5
CodingCode writing and repair.
48.8
ReasoningLogic problems and puzzles.
47.9
MultimodalTasks with images and text.
47.3
KnowledgeFacts and expert knowledge.
52.0
MultilingualTasks in many languages.
N/A
InstructionTasks with strict rules in the prompt.
N/A
MathMath problems.
42.9

Results

17 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.
MGSMMultilingual94.2%9 Jan 2026Vals AI
MATH 500Math93.0%45.79 Jan 2026Vals AI
MMLU ProKnowledge87.2%58.01 Sept 2026Vals AI
τ²-bench RetailAgentic82.4%57.9Anthropic30 Apr 2026Sierra Research
GPQA diamondKnowledge76.8%49.1Epoch AI
MMMU ProMultimodal73.7%47.31 Sept 2026Vals AI
SWE-Bench verifiedCoding73.3%56.4Epoch AI
GPQA DiamondKnowledge70.0%42.81 Sept 2026Vals AI
LiveCodeBenchCoding64.6%43.01 Sept 2026Vals AI
OTIS Mock AIME 2024-2025Math64.4%47.6Epoch AI
τ²-bench AirlineAgentic56.0%39.0Anthropic2 Mar 2026Sierra Research
AIMEMath44.2%34.316 Apr 2026Vals AI
Mystery Game PuzzlesReasoning21.0%56.3Epoch AI
FrontierMath-Tiers-1-3-v2-PrivateMath12.6%38.6Epoch AI
IOI v1Coding12.5%47.19 Aug 2026Vals AI
EBR-benchReasoning7.9%54.8Epoch AI
Chess PuzzlesReasoning7.0%32.6Epoch AI
FrontierMath-2025-02-28-PrivateMath6.6%36.7Epoch AI
FrontierMath-Tier-4-2025-07-01-PrivateMath4.2%48.0Epoch AI
FrontierMath-Tier-4-v2-PrivateMath2.4%49.1Epoch AI

17 benchmarks count, from 19 of 20 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 AISierra Research, collected directlyMIT — results are in the licensed repositoryEpoch AI, collected directlyCC BY — free to use and redistribute with attribution

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