Model comparison

Claude Opus 4 vs o4-mini

Claude Opus 4 is the stronger model overall, scoring 42.9 to 41.6 on the Noometry Index. o4-mini costs 16× less per token, which makes it the better buy when Claude Opus 4's lead doesn't matter for your workload.

Last verified . 51 shared benchmarks.

Claude Opus 4 Anthropic

42.9

Rank #93 Confirmed

o4-mini OpenAI

41.6

Rank #119 Confirmed

Summary

  • They share 51 benchmarks with published results for both. Claude Opus 4 scores higher in 7 categories and o4-mini in 3 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in multimodal, where o4-mini leads 39.5 to 30.9.
  • The biggest single-benchmark swing is ARC-AGI-1: 35.7% for Claude Opus 4 and 58.7% for o4-mini.
  • o4-mini is cheaper at $1.10 / $4.40 per million input/output tokens, against $15 / $75 for Claude Opus 4.

Side by side

Claude Opus 4 and o4-mini specifications
Claude Opus 4o4-mini
ProviderAnthropicOpenAI
Noometry Index42.941.6
Released2025-05-222025-04-16
WeightsProprietaryProprietary
Context window200K200K
Max output32K100K
Input $ / M tokens$15$1.10
Output $ / M tokens$75$4.40
Results tracked5660

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Category by category

Coding Claude Opus 4 leads

Claude Opus 4: 47.8 (#55), o4-mini: 41.6 (#110)

Coding benchmarks
BenchmarkClaude Opus 4o4-mini
SWE-bench Verified (bash only)67.6%45%
Aider Polyglot72%72%
GSO6.9%3.6%
WeirdML43.7%52.6%
LMArena Coding14421369
AlgoTune1.331.72
SWE-bench Verified70.7%—
CadEval—62%
ALE-Bench—826.17

Agentic & Tool Use Claude Opus 4 leads

Claude Opus 4: 34.5 (#39), o4-mini: 32.3 (#57)

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4o4-mini
METR Time Horizons63.9%63.9%
Berkeley Function Calling Leaderboard—53.2%
GDPval—25.3%
Cybench38%—
DeepResearch Bench46.8%—
LMArena Search1127—

Reasoning Claude Opus 4 leads

Claude Opus 4: 27.4 (#104), o4-mini: 24.6 (#143)

Reasoning benchmarks
BenchmarkClaude Opus 4o4-mini
ARC-AGI-28.6%6.1%
SimpleBench58.8%38.7%
Kagi LLM Benchmark74.3%67.6%
ARC-AGI-135.7%58.7%
CritPt0.3%0.6%
EnigmaEval5.6%9.2%
LMArena Hard Prompts13991351
DTBench81.6%77.6%
LMCA37.4%26.5%
Epoch Capabilities Index142.67145.63
ForecastBench61.161.8
Chess Puzzles—26%
Mystery Game Puzzles—5%

Math Too close to call

Claude Opus 4: 40.2 (#80), o4-mini: 40.2 (#79)

Math benchmarks
BenchmarkClaude Opus 4o4-mini
OTIS Mock AIME 2024-202564.4%81.7%
Omni-MATH61.6%72%
LMArena Math13911390
MATH Level 585%97.8%
FrontierMath (Feb 2025 set)4.5%24.8%
FrontierMath Tier 4 (v1)4.2%6.3%
FrontierMath (Tiers 1-3)—36.1%
FrontierMath Tier 4—4.9%

Knowledge Too close to call

Claude Opus 4: 43.9 (#82), o4-mini: 43.5 (#83)

Knowledge benchmarks
BenchmarkClaude Opus 4o4-mini
GPQA Diamond76.3%79.6%
Humanity's Last Exam10.7%18.1%
MMLU-Pro87.5%82%
Confabulations15.9%15.8%
Vectara Hallucination Rate12%18.6%
GPQA (HELM)70.8%73.5%
LMArena Expert13841344
SimpleQA Verified—19.6%

Multimodal o4-mini leads

Claude Opus 4: 30.9 (#101), o4-mini: 39.5 (#46)

Multimodal benchmarks
BenchmarkClaude Opus 4o4-mini
LMArena Vision11921194
GeoBench49%64%
VPCT38%57.5%

Multilingual Claude Opus 4 leads

Claude Opus 4: 49.0 (#133), o4-mini: 47.2 (#149)

Multilingual benchmarks
BenchmarkClaude Opus 4o4-mini
LMArena Non-English13621336
LMArena Chinese13861355
LMArena French13701362
LMArena German13911336
LMArena Japanese13321308
LMArena Korean13181313
LMArena Russian13921334
LMArena Spanish13881346

Instruction Following Claude Opus 4 leads

Claude Opus 4: 77.3 (#26), o4-mini: 75.4 (#63)

Instruction Following benchmarks
BenchmarkClaude Opus 4o4-mini
IFEval91.8%92.8%
LMArena Instruction Following14061321

Long Context o4-mini leads

Claude Opus 4: 39.5 (#167), o4-mini: 45.5 (#31)

Long Context benchmarks
BenchmarkClaude Opus 4o4-mini
Fiction.LiveBench61.1%77.8%
LMArena Longer Query14221315

Writing & Preference Claude Opus 4 leads

Claude Opus 4: 61.4 (#85), o4-mini: 54.2 (#148)

Writing & Preference benchmarks
BenchmarkClaude Opus 4o4-mini
LMArena Text13771353
LMArena Creative Writing13861294
Short-Story Creative Writing83.6%75%
WildBench85.2%85.4%
LMArena Multi-Turn13961350
EQ-Bench Creative Writing1580—

Frequently asked questions

Is Claude Opus 4 better than o4-mini?

Claude Opus 4 is the stronger model overall, scoring 42.9 to 41.6 on the Noometry Index. o4-mini costs 16× less per token, which makes it the better buy when Claude Opus 4's lead doesn't matter for your workload.

Which is cheaper, Claude Opus 4 or o4-mini?

o4-mini is cheaper. It lists at $1.10 per million input tokens and $4.40 per million output tokens; Claude Opus 4 lists at $15 and $75.

Is Claude Opus 4 or o4-mini better for coding?

Claude Opus 4 scores higher on coding benchmarks: 47.8 versus 41.6 in the Noometry coding category.

Which has the bigger context window?

Both accept 200K tokens.

How many benchmarks do Claude Opus 4 and o4-mini share?

51 benchmarks have published results for both models. Claude Opus 4 has 56 scored results on Noometry and o4-mini has 60.

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