Model comparison

AI Co-Mathematician vs Claude Opus 4.7

Claude Opus 4.7 has enough public results to be ranked (#17); AI Co-Mathematician does not yet, so treat this comparison as directional.

Last verified . 2 shared benchmarks.

AI Co-Mathematician Google

57.6

Unranked Sparse

Claude Opus 4.7 Anthropic

58.4

Rank #17 Confirmed

Summary

  • They share 2 benchmarks with published results for both. AI Co-Mathematician scores higher in 1 category and Claude Opus 4.7 in 0 categories; one gap is clear of the uncertainty.
  • The widest gap is in math, where AI Co-Mathematician leads 71.7 to 66.5.
  • The biggest single-benchmark swing is FrontierMath Tier 4: 75.6% for AI Co-Mathematician and 31.7% for Claude Opus 4.7.

Side by side

AI Co-Mathematician and Claude Opus 4.7 specifications
AI Co-MathematicianClaude Opus 4.7
ProviderGoogleAnthropic
Noometry Index57.658.4
Released2026-05-082026-04-14
WeightsProprietaryProprietary
Context window—1M
Max output—128K
Input $ / M tokens—$5
Output $ / M tokens—$25
Results tracked266

Sponsored placements are available on pages like this one. Advertise on Noometry

Category by category

Coding Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 59.9 (#10)

Coding benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
SWE-bench Verified—83.5%
FrontierCode—38.5%
LMArena WebDev—1557
SciCode—54.5%
GSO—44.1%
WeirdML—76.4%
LMArena Coding—1519
MirrorCode—31.1%
ALE-Bench—1,323

Agentic & Tool Use Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 47.9 (#8)

Agentic & Tool Use benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
Terminal-Bench—80.2%
APEX-Agents—49.2%
OSWorld 2.0—18.2%
τ²-bench Banking—40.2%
PostTrainBench—28.6%
ExploitBench—26.5%
GBAEval—43.8%
GDP.pdf—21%
LMArena Search—1233
Vending-Bench 2—10,937

Reasoning Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 53.7 (#24)

Reasoning benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
ARC-AGI-2—75.8%
SimpleBench—61.7%
Kagi LLM Benchmark—80.7%
NYT Connections (extended)—39%
ARC-AGI-1—93.5%
CritPt—12%
Chess Puzzles—30%
Thematic Generalization—72.8%
EBR-Bench—19%
LMArena Hard Prompts—1507
Mystery Game Puzzles—28%
DTBench—94.7%
LMCA—52.2%
Epoch Capabilities Index—156.39
ForecastBench—60.3

Math AI Co-Mathematician leads

AI Co-Mathematician: 71.7, Claude Opus 4.7: 66.5 (#20)

Math benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
FrontierMath Tier 475.6%31.7%
FrontierMath Tier 4 (v1)47.9%22.9%
FrontierMath (Tiers 1-3)—70.2%
MathArena Final-Answer Competitions—73.6%
OTIS Mock AIME 2024-2025—97.8%
ProofBench—54%
LMArena Math—1499
FrontierMath (Feb 2025 set)—43.8%

Knowledge Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 62.6 (#20)

Knowledge benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
GPQA Diamond—90.2%
Humanity's Last Exam—36.2%
SimpleQA Verified—51.7%
Vectara Hallucination Rate—12%
LMArena Expert—1521

Multimodal Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 41.5 (#29)

Multimodal benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
LMArena Vision—1317
Blueprint-Bench 2—24.5%
Furniture Assembly—33.3%
LMArena Document—1495

Multilingual Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 57.5 (#9)

Multilingual benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
LMArena Non-English—1481
LMArena Chinese—1530
LMArena French—1505
LMArena German—1494
LMArena Japanese—1472
LMArena Korean—1466
LMArena Russian—1494
LMArena Spanish—1497

Instruction Following Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 78.6 (#9)

Instruction Following benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
LMArena Instruction Following—1498

Long Context Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 46.1 (#24)

Long Context benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
LMArena Longer Query—1505

Writing & Preference Not comparable

AI Co-Mathematician: —, Claude Opus 4.7: 75.3 (#8)

Writing & Preference benchmarks
BenchmarkAI Co-MathematicianClaude Opus 4.7
LMArena Text—1491
LMArena Creative Writing—1486
EQ-Bench Creative Writing—1914
EQ-Bench 4—1311
LMArena Multi-Turn—1506

Frequently asked questions

Is AI Co-Mathematician better than Claude Opus 4.7?

Claude Opus 4.7 has enough public results to be ranked (#17); AI Co-Mathematician does not yet, so treat this comparison as directional.

How many benchmarks do AI Co-Mathematician and Claude Opus 4.7 share?

2 benchmarks have published results for both models. AI Co-Mathematician has 2 scored results on Noometry and Claude Opus 4.7 has 66.

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