Noometry

Model comparison

AI Co-Mathematician vs Gemini 3.7 Flash

Gemini 3.7 Flash has enough public results to be ranked (#14); AI Co-Mathematician does not yet, so treat this comparison as directional.

Last verified . 1 shared benchmarks.

AI Co-Mathematician Google

58.1

Unranked Sparse

Gemini 3.7 Flash Google

59.8

Rank #14 Confirmed

Summary

  • They share 1 benchmark with published results for both. AI Co-Mathematician scores higher in 1 category and Gemini 3.7 Flash in 0 categories; one gap is clear of the uncertainty.
  • The biggest single-benchmark swing is FrontierMath Tier 4: 75.6% for AI Co-Mathematician and 36.6% for Gemini 3.7 Flash.

Side by side

AI Co-MathematicianGemini 3.7 Flash
ProviderGoogleGoogle
Noometry Index58.159.8
Released2026-05-082026-08-13
WeightsProprietaryProprietary
Context window—1.05M
Max output—66K
Input $ / M tokens—$0.75
Output $ / M tokens—$3.75
Results tracked244

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Category by category

Coding Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 56.2 (#22)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
DeepSWE—65.5%
FrontierCode—43.6%
LMArena WebDev—1592
FrontierSWE—20.3%
SciCode—59.8%
LMArena Coding—1497
ALE-Bench—904.3

Agentic & Tool Use Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 42.1 (#19)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
APEX-Agents—67.8%
Remote Labor Index—5%
GDP.pdf—23.8%

Reasoning Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 70.0 (#15)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
ARC-AGI-2—84.6%
NYT Connections (extended)—94%
ARC-AGI-1—95.5%
CritPt—14.3%
Chess Puzzles—47%
LMArena Hard Prompts—1494
Mystery Game Puzzles—37%
DTBench—96.8%
LMCA—50.4%
Epoch Capabilities Index—157.27

Math AI Co-Mathematician leads

AI Co-Mathematician: 72.3, Gemini 3.7 Flash: 69.6 (#23)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
FrontierMath Tier 475.6%36.6%
FrontierMath (Tiers 1-3)—71.6%
OTIS Mock AIME 2024-2025—97.2%
ProofBench—58%
LMArena Math—1507
FrontierMath Tier 4 (v1)47.9%—

Knowledge Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 69.7 (#5)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
GPQA Diamond—94.8%
SimpleQA Verified—69.2%
LMArena Expert—1508

Multimodal Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 37.3 (#73)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
LMArena Vision—1316
Furniture Assembly—26.7%

Multilingual Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 57.6 (#7)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
LMArena Non-English—1484
LMArena Chinese—1548
LMArena French—1505
LMArena German—1498
LMArena Japanese—1512
LMArena Korean—1483
LMArena Russian—1516
LMArena Spanish—1503

Instruction Following Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 77.7 (#15)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
LMArena Instruction Following—1483

Long Context Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 45.7 (#30)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
LMArena Longer Query—1492

Writing & Preference Not comparable

AI Co-Mathematician: —, Gemini 3.7 Flash: 71.2 (#20)

BenchmarkAI Co-MathematicianGemini 3.7 Flash
LMArena Text—1486
LMArena Creative Writing—1490
EQ-Bench Creative Writing—1723
LMArena Multi-Turn—1489

Frequently asked questions

Is AI Co-Mathematician better than Gemini 3.7 Flash?

Gemini 3.7 Flash has enough public results to be ranked (#14); AI Co-Mathematician does not yet, so treat this comparison as directional.

How many benchmarks do AI Co-Mathematician and Gemini 3.7 Flash share?

1 benchmark has published results for both models. AI Co-Mathematician has 2 scored results on Noometry and Gemini 3.7 Flash has 44.

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