Model comparison

Claude Opus 4.7 vs o1

Claude Opus 4.7 is the stronger model overall, scoring 58.3 to 40.9 on the Noometry Index.

Last verified . 31 shared benchmarks.

Claude Opus 4.7 Anthropic

58.3

Rank #19 Confirmed

o1 OpenAI

40.9

Rank #143 Confirmed

Summary

  • They share 31 benchmarks with published results for both. Claude Opus 4.7 scores higher in 9 categories and o1 in 1 category; 10 gaps are clear of the uncertainty.
  • The widest gap is in math, where Claude Opus 4.7 leads 66.7 to 36.1.
  • The biggest single-benchmark swing is ARC-AGI-1: 93.5% for Claude Opus 4.7 and 30.7% for o1.
  • Claude Opus 4.7 is cheaper at $5 / $25 per million input/output tokens, against $15 / $60 for o1.
  • Claude Opus 4.7 accepts more context: 1M tokens versus 200K.

Side by side

Claude Opus 4.7 and o1 specifications
Claude Opus 4.7o1
ProviderAnthropicOpenAI
Noometry Index58.340.9
Released2026-04-142024-09-12
WeightsProprietaryProprietary
Context window1M200K
Max output128K100K
Input $ / M tokens$5$15
Output $ / M tokens$25$60
Results tracked6652

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Category by category

Coding Claude Opus 4.7 leads

Claude Opus 4.7: 59.6 (#13), o1: 46.1 (#70)

Coding benchmarks
BenchmarkClaude Opus 4.7o1
WeirdML76.4%47.6%
LMArena Coding15181367
SWE-bench Verified83.5%—
FrontierCode38.5%—
Aider Polyglot—61.7%
LMArena WebDev1558—
SciCode54.5%—
GSO44.1%—
LiveBench Coding—69.7%
MirrorCode31.1%—
CadEval—56%
ALE-Bench1,323—
HumanEval+—89%
MBPP+—80.2%

Agentic & Tool Use Claude Opus 4.7 leads

Claude Opus 4.7: 47.9 (#10), o1: 24.6 (#117)

Agentic & Tool Use benchmarks
BenchmarkClaude Opus 4.7o1
Terminal-Bench80.2%—
APEX-Agents49.2%—
OSWorld 2.018.2%—
τ²-bench Banking40.2%—
Cybench—10%
PostTrainBench28.6%—
ExploitBench26.5%—
GBAEval43.8%—
GDP.pdf21%—
LMArena Search1233—
METR Time Horizons—51.1%
Vending-Bench 210,937—

Reasoning Claude Opus 4.7 leads

Claude Opus 4.7: 53.8 (#29), o1: 27.9 (#111)

Reasoning benchmarks
BenchmarkClaude Opus 4.7o1
SimpleBench61.7%41.7%
ARC-AGI-193.5%30.7%
Chess Puzzles30%15%
LMArena Hard Prompts15061371
DTBench94.7%74.7%
LMCA52.2%22.3%
Epoch Capabilities Index156.25141.91
ARC-AGI-275.8%—
Kagi LLM Benchmark80.7%—
NYT Connections (extended)39%—
CritPt12%—
EnigmaEval—5.7%
Thematic Generalization72.8%—
EBR-Bench19%—
LiveBench Reasoning—91.6%
Mystery Game Puzzles28%—
LiveBench Data Analysis—65.5%
ForecastBench60.3—
LiveBench—75.7%

Math Claude Opus 4.7 leads

Claude Opus 4.7: 66.7 (#26), o1: 36.1 (#175)

Knowledge Claude Opus 4.7 leads

Claude Opus 4.7: 62.6 (#23), o1: 41.5 (#110)

Knowledge benchmarks
BenchmarkClaude Opus 4.7o1
GPQA Diamond90.2%76.8%
Humanity's Last Exam36.2%8%
SimpleQA Verified51.7%41.1%
LMArena Expert15211361
Confabulations—11.7%
Vectara Hallucination Rate12%—

Multimodal Claude Opus 4.7 leads

Claude Opus 4.7: 41.2 (#38), o1: 34.2 (#93)

Multimodal benchmarks
BenchmarkClaude Opus 4.7o1
LMArena Vision13161168
GeoBench—80%
VPCT—37%
Blueprint-Bench 224.5%—
Furniture Assembly33.3%—
LMArena Document1495—
SpatialViz-Bench—41.4%

Multilingual Claude Opus 4.7 leads

Claude Opus 4.7: 57.3 (#10), o1: 48.6 (#142)

Multilingual benchmarks
BenchmarkClaude Opus 4.7o1
LMArena Non-English14801358
LMArena Chinese15311394
LMArena French15031344
LMArena German14951337
LMArena Japanese14721346
LMArena Korean14641396
LMArena Russian14941356
LMArena Spanish14951345

Instruction Following Claude Opus 4.7 leads

Claude Opus 4.7: 78.4 (#10), o1: 74.8 (#86)

Instruction Following benchmarks
BenchmarkClaude Opus 4.7o1
LMArena Instruction Following14981367
LiveBench Instruction Following—81.5%

Long Context o1 leads

Claude Opus 4.7: 46.2 (#25), o1: 50.3 (#9)

Long Context benchmarks
BenchmarkClaude Opus 4.7o1
LMArena Longer Query15051378
Fiction.LiveBench—83.3%

Writing & Preference Claude Opus 4.7 leads

Claude Opus 4.7: 75.1 (#8), o1: 55.6 (#144)

Writing & Preference benchmarks
BenchmarkClaude Opus 4.7o1
LMArena Text14901366
LMArena Creative Writing14861348
LMArena Multi-Turn15051369
Short-Story Creative Writing—70.2%
EQ-Bench Creative Writing1914—
EQ-Bench 41311—
LiveBench Language—65.4%

Frequently asked questions

Is Claude Opus 4.7 better than o1?

Claude Opus 4.7 is the stronger model overall, scoring 58.3 to 40.9 on the Noometry Index.

Which is cheaper, Claude Opus 4.7 or o1?

Claude Opus 4.7 is cheaper. It lists at $5 per million input tokens and $25 per million output tokens; o1 lists at $15 and $60.

Is Claude Opus 4.7 or o1 better for coding?

Claude Opus 4.7 scores higher on coding benchmarks: 59.6 versus 46.1 in the Noometry coding category.

Which has the bigger context window?

Claude Opus 4.7 does, with 1M tokens against 200K.

How many benchmarks do Claude Opus 4.7 and o1 share?

31 benchmarks have published results for both models. Claude Opus 4.7 has 66 scored results on Noometry and o1 has 52.

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