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.
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 | Nova 2.0 Pro Preview | |
|---|---|---|
| Provider | Poolside | Amazon |
| Noometry Index | 32.5 | 33.4 |
| Released | 2026-04-28 | 2025-12-02 |
| Weights | Open | Proprietary |
| Context window | 262K | — |
| Max output | 33K | — |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 3 | 3 |
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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)
| Benchmark | Laguna M.1 | Nova 2.0 Pro Preview |
|---|---|---|
| LMArena WebDev | 1349 | — |
| SciCode | — | 42.7% |
Agentic & Tool Use Not comparable
Laguna M.1: —, Nova 2.0 Pro Preview: 21.9 (#136)
| Benchmark | Laguna M.1 | Nova 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)
| Benchmark | Laguna M.1 | Nova 2.0 Pro Preview |
|---|---|---|
| CritPt | — | 0% |
| Surface Evolver Bench | 15.6% | — |
Math Not comparable
Laguna M.1: 21.1 (#283), Nova 2.0 Pro Preview: —
| Benchmark | Laguna M.1 | Nova 2.0 Pro Preview |
|---|---|---|
| ProofBench | 0% | — |
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.