Model comparison

Laguna M.1 vs Nova Premier 1.0

Nova Premier 1.0 is the stronger model overall, scoring 38.3 to 32.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Laguna M.1 Poolside

32.5

Rank #256 Reported

Nova Premier 1.0 Amazon

38.3

Rank #189 Confirmed

Summary

  • The widest gap is in math, where Nova Premier 1.0 leads 33.8 to 21.1.
  • Nova Premier 1.0 accepts more context: 1M tokens versus 262K.
  • Laguna M.1 has downloadable open weights; the other is API-only.

Side by side

Laguna M.1 and Nova Premier 1.0 specifications
Laguna M.1Nova Premier 1.0
ProviderPoolsideAmazon
Noometry Index32.538.3
Released2026-04-282025-04-30
WeightsOpenProprietary
Context window262K1M
Max output33K10K
Input $ / M tokens—$2.50
Output $ / M tokens—$12.50
Results tracked36

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Category by category

Coding Not comparable

Laguna M.1: 36.6 (#204), Nova Premier 1.0: —

Coding benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
LMArena WebDev1349—

Reasoning Too close to call

Laguna M.1: 23.1 (#184), Nova Premier 1.0: 23.0 (#185)

Reasoning benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
Kagi LLM Benchmark—44.8%
Surface Evolver Bench15.6%—

Math Nova Premier 1.0 leads

Laguna M.1: 21.1 (#283), Nova Premier 1.0: 33.8 (#199)

Math benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
ProofBench0%—
Omni-MATH—35%

Knowledge Not comparable

Laguna M.1: —, Nova Premier 1.0: 35.8 (#180)

Knowledge benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
MMLU-Pro—72.6%
GPQA (HELM)—51.8%

Instruction Following Not comparable

Laguna M.1: —, Nova Premier 1.0: 66.8 (#204)

Instruction Following benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
IFEval—80.3%

Writing & Preference Not comparable

Laguna M.1: —, Nova Premier 1.0: 51.0 (#178)

Writing & Preference benchmarks
BenchmarkLaguna M.1Nova Premier 1.0
WildBench—78.8%

Frequently asked questions

Is Laguna M.1 better than Nova Premier 1.0?

Nova Premier 1.0 is the stronger model overall, scoring 38.3 to 32.5 on the Noometry Index.

Which has the bigger context window?

Nova Premier 1.0 does, with 1M tokens against 262K.

How many benchmarks do Laguna M.1 and Nova Premier 1.0 share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Nova Premier 1.0 has 6.

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