Model comparison

Laguna M.1 vs Nova 2.0 Pro Preview

Laguna M.1 and Nova 2.0 Pro Preview score almost the same on the Noometry Index (32.5 vs 33.4), 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

Nova 2.0 Pro Preview Amazon

33.4

Rank #244 Reported

Summary

  • The widest gap is in coding, where Nova 2.0 Pro Preview leads 40.8 to 36.6.
  • Laguna M.1 has downloadable open weights; the other is API-only.

Side by side

Laguna M.1 and Nova 2.0 Pro Preview specifications
Laguna M.1Nova 2.0 Pro Preview
ProviderPoolsideAmazon
Noometry Index32.533.4
Released2026-04-282025-12-02
WeightsOpenProprietary
Context window262K—
Max output33K—
Input $ / M tokens——
Output $ / M tokens——
Results tracked33

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Category by category

Coding Nova 2.0 Pro Preview leads

Laguna M.1: 36.6 (#204), Nova 2.0 Pro Preview: 40.8 (#133)

Coding benchmarks
BenchmarkLaguna M.1Nova 2.0 Pro Preview
LMArena WebDev1349—
SciCode—42.7%

Agentic & Tool Use Not comparable

Laguna M.1: —, Nova 2.0 Pro Preview: 21.9 (#136)

Agentic & Tool Use benchmarks
BenchmarkLaguna M.1Nova 2.0 Pro Preview
GDP.pdf—2%

Reasoning Too close to call

Laguna M.1: 23.1 (#184), Nova 2.0 Pro Preview: 22.4 (#194)

Reasoning benchmarks
BenchmarkLaguna M.1Nova 2.0 Pro Preview
CritPt—0%
Surface Evolver Bench15.6%—

Math Not comparable

Laguna M.1: 21.1 (#283), Nova 2.0 Pro Preview: —

Math benchmarks
BenchmarkLaguna M.1Nova 2.0 Pro Preview
ProofBench0%—

Frequently asked questions

Is Laguna M.1 better than Nova 2.0 Pro Preview?

Laguna M.1 and Nova 2.0 Pro Preview score almost the same on the Noometry Index (32.5 vs 33.4), so choose on price, context window or the category you care about most.

Is Laguna M.1 or Nova 2.0 Pro Preview better for coding?

Nova 2.0 Pro Preview scores higher on coding benchmarks: 40.8 versus 36.6 in the Noometry coding category.

How many benchmarks do Laguna M.1 and Nova 2.0 Pro Preview share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Nova 2.0 Pro Preview has 3.

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