Model comparison

Claude 3.7 Sonnet vs Laguna M.1

Claude 3.7 Sonnet is the stronger model overall, scoring 39.4 to 31.9 on the Noometry Index.

Last verified . 0 shared benchmarks.

Claude 3.7 Sonnet Anthropic

39.4

Rank #154 Confirmed

Laguna M.1 Poolside

31.9

Rank #252 Reported

Summary

  • The widest gap is in math, where Claude 3.7 Sonnet leads 35.7 to 20.3.
  • Laguna M.1 has downloadable open weights; the other is API-only.

Side by side

Claude 3.7 Sonnet and Laguna M.1 specifications
Claude 3.7 SonnetLaguna M.1
ProviderAnthropicPoolside
Noometry Index39.431.9
Released2025-02-242026-04-28
WeightsProprietaryOpen
Context window—262K
Max output—33K
Input $ / M tokens——
Output $ / M tokens——
Results tracked583

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Category by category

Coding Claude 3.7 Sonnet leads

Claude 3.7 Sonnet: 41.1 (#120), Laguna M.1: 36.4 (#195)

Coding benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
SWE-bench Verified61%—
SWE-bench Verified (bash only)52.8%—
Aider Polyglot64.9%—
LMArena WebDev—1348
GSO3.8%—
LiveBench Coding74.5%—
LMArena Coding1361—
CadEval54%—

Agentic & Tool Use Not comparable

Claude 3.7 Sonnet: 33.9 (#46), Laguna M.1: —

Agentic & Tool Use benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
TheAgentCompany30.9%—
Cybench20%—
DeepResearch Bench43.6%—
OSWorld35.8%—
METR Time Horizons60%—

Reasoning Laguna M.1 leads

Claude 3.7 Sonnet: 18.7 (#252), Laguna M.1: 21.9 (#187)

Reasoning benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
ARC-AGI-20.9%—
SimpleBench46.4%—
ARC-AGI-128.6%—
EnigmaEval4.2%—
LiveBench Reasoning87.8%—
LMArena Hard Prompts1333—
LiveBench Data Analysis74%—
Surface Evolver Bench—15.6%
Epoch Capabilities Index141.16—
ForecastBench61.8—
LiveBench76.1%—

Math Claude 3.7 Sonnet leads

Claude 3.7 Sonnet: 35.7 (#137), Laguna M.1: 20.3 (#276)

Math benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
OTIS Mock AIME 2024-202557.8%—
ProofBench—0%
Omni-MATH33%—
LiveBench Math79%—
LMArena Math1336—
MATH Level 591.2%—
FrontierMath (Feb 2025 set)4.1%—

Knowledge Not comparable

Claude 3.7 Sonnet: 39.7 (#117), Laguna M.1: —

Knowledge benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
GPQA Diamond79.7%—
Humanity's Last Exam8%—
MMLU-Pro78.4%—
Confabulations14.7%—
GPQA (HELM)60.8%—
LMArena Expert1321—

Multimodal Not comparable

Claude 3.7 Sonnet: 33.1 (#90), Laguna M.1: —

Multimodal benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
LMArena Vision1169—
GeoBench68%—
VPCT39%—
SpatialViz-Bench33.9%—

Multilingual Not comparable

Claude 3.7 Sonnet: 44.3 (#174), Laguna M.1: —

Multilingual benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
LMArena Non-English1296—
LMArena Chinese1299—
LMArena French1302—
LMArena German1301—
LMArena Japanese1268—
LMArena Korean1249—
LMArena Russian1311—
LMArena Spanish1299—

Instruction Following Not comparable

Claude 3.7 Sonnet: 73.1 (#120), Laguna M.1: —

Instruction Following benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
LiveBench Instruction Following81.3%—
IFEval83.4%—
LMArena Instruction Following1352—

Long Context Not comparable

Claude 3.7 Sonnet: 50.2 (#10), Laguna M.1: —

Long Context benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
Fiction.LiveBench83.3%—
LMArena Longer Query1373—

Writing & Preference Not comparable

Claude 3.7 Sonnet: 54.6 (#145), Laguna M.1: —

Writing & Preference benchmarks
BenchmarkClaude 3.7 SonnetLaguna M.1
LMArena Text1314—
LMArena Creative Writing1332—
Short-Story Creative Writing81.1%—
EQ-Bench Creative Writing1412—
WildBench81.4%—
LMArena Multi-Turn1339—
LiveBench Language59.9%—

Frequently asked questions

Is Claude 3.7 Sonnet better than Laguna M.1?

Claude 3.7 Sonnet is the stronger model overall, scoring 39.4 to 31.9 on the Noometry Index.

Is Claude 3.7 Sonnet or Laguna M.1 better for coding?

Claude 3.7 Sonnet scores higher on coding benchmarks: 41.1 versus 36.4 in the Noometry coding category.

How many benchmarks do Claude 3.7 Sonnet and Laguna M.1 share?

0 benchmarks have published results for both models. Claude 3.7 Sonnet has 58 scored results on Noometry and Laguna M.1 has 3.

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