Model comparison

Laguna M.1 vs o1-pro

Laguna M.1 and o1-pro score almost the same on the Noometry Index (32.5 vs 31.5), so choose on price, context window or the category you care about most.

Last verified . 0 shared benchmarks.

Laguna M.1 Poolside

32.5

Rank #256 Reported

o1-pro OpenAI

31.5

Rank #271 Reported

Summary

  • Laguna M.1 accepts more context: 262K tokens versus 200K.
  • Laguna M.1 has downloadable open weights; the other is API-only.

Side by side

Laguna M.1 and o1-pro specifications
Laguna M.1o1-pro
ProviderPoolsideOpenAI
Noometry Index32.531.5
Released2026-04-282025-03-19
WeightsOpenProprietary
Context window262K200K
Max output33K100K
Input $ / M tokens—$150
Output $ / M tokens—$600
Results tracked33

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Category by category

Coding Not comparable

Laguna M.1: 36.6 (#204), o1-pro: —

Coding benchmarks
BenchmarkLaguna M.1o1-pro
LMArena WebDev1349—

Reasoning Laguna M.1 leads

Laguna M.1: 23.1 (#184), o1-pro: 20.4 (#239)

Reasoning benchmarks
BenchmarkLaguna M.1o1-pro
ARC-AGI-1—23.3%
EnigmaEval—6.1%
Surface Evolver Bench15.6%—

Math Not comparable

Laguna M.1: 21.1 (#283), o1-pro: —

Math benchmarks
BenchmarkLaguna M.1o1-pro
ProofBench0%—

Knowledge Not comparable

Laguna M.1: —, o1-pro: 29.7 (#234)

Knowledge benchmarks
BenchmarkLaguna M.1o1-pro
Humanity's Last Exam—8.1%

Frequently asked questions

Is Laguna M.1 better than o1-pro?

Laguna M.1 and o1-pro score almost the same on the Noometry Index (32.5 vs 31.5), so choose on price, context window or the category you care about most.

Which has the bigger context window?

Laguna M.1 does, with 262K tokens against 200K.

How many benchmarks do Laguna M.1 and o1-pro share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and o1-pro has 3.

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