Model comparison

Laguna M.1 vs Nova 2 Lite

Nova 2 Lite is the stronger model overall, scoring 39.7 to 32.5 on the Noometry Index.

Last verified . 0 shared benchmarks.

Laguna M.1 Poolside

32.5

Rank #256 Reported

Nova 2 Lite Amazon

39.7

Rank #161 Confirmed

Summary

  • The widest gap is in math, where Nova 2 Lite leads 37.5 to 21.1.
  • Nova 2 Lite 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 2 Lite specifications
Laguna M.1Nova 2 Lite
ProviderPoolsideAmazon
Noometry Index32.539.7
Released2026-04-282025-12-01
WeightsOpenProprietary
Context window262K1M
Max output33K64K
Input $ / M tokens—$0.30
Output $ / M tokens—$2.50
Results tracked319

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Category by category

Coding Nova 2 Lite leads

Laguna M.1: 36.6 (#204), Nova 2 Lite: 40.7 (#134)

Coding benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena WebDev1349—
LMArena Coding—1385

Agentic & Tool Use Not comparable

Laguna M.1: —, Nova 2 Lite: 24.1 (#121)

Agentic & Tool Use benchmarks
BenchmarkLaguna M.1Nova 2 Lite
Berkeley Function Calling Leaderboard—27.1%

Reasoning Nova 2 Lite leads

Laguna M.1: 23.1 (#184), Nova 2 Lite: 27.5 (#118)

Reasoning benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena Hard Prompts—1364
Surface Evolver Bench15.6%—

Math Nova 2 Lite leads

Laguna M.1: 21.1 (#283), Nova 2 Lite: 37.5 (#156)

Math benchmarks
BenchmarkLaguna M.1Nova 2 Lite
ProofBench0%—
LMArena Math—1359

Knowledge Not comparable

Laguna M.1: —, Nova 2 Lite: 43.0 (#94)

Knowledge benchmarks
BenchmarkLaguna M.1Nova 2 Lite
Vectara Hallucination Rate—5.1%
LMArena Expert—1358

Multilingual Not comparable

Laguna M.1: —, Nova 2 Lite: 47.1 (#153)

Multilingual benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena Non-English—1337
LMArena Chinese—1364
LMArena French—1381
LMArena German—1343
LMArena Japanese—1271
LMArena Korean—1284
LMArena Russian—1343
LMArena Spanish—1373

Instruction Following Not comparable

Laguna M.1: —, Nova 2 Lite: 70.5 (#161)

Instruction Following benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena Instruction Following—1335

Long Context Not comparable

Laguna M.1: —, Nova 2 Lite: 40.6 (#150)

Long Context benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena Longer Query—1335

Writing & Preference Not comparable

Laguna M.1: —, Nova 2 Lite: 53.9 (#154)

Writing & Preference benchmarks
BenchmarkLaguna M.1Nova 2 Lite
LMArena Text—1362
LMArena Creative Writing—1291
LMArena Multi-Turn—1338

Frequently asked questions

Is Laguna M.1 better than Nova 2 Lite?

Nova 2 Lite is the stronger model overall, scoring 39.7 to 32.5 on the Noometry Index.

Is Laguna M.1 or Nova 2 Lite better for coding?

Nova 2 Lite scores higher on coding benchmarks: 40.7 versus 36.6 in the Noometry coding category.

Which has the bigger context window?

Nova 2 Lite does, with 1M tokens against 262K.

How many benchmarks do Laguna M.1 and Nova 2 Lite share?

0 benchmarks have published results for both models. Laguna M.1 has 3 scored results on Noometry and Nova 2 Lite has 19.

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