# 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.

- Canonical page: https://noometry.com/compare/laguna-m-1-vs-nova-premier-1-0
- Last updated: 2026-10-12
- Shared benchmarks: 0

## 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.

## Snapshot

| | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| Provider | Poolside | Amazon |
| Noometry Index | 32.5 | 38.3 |
| Rank | 256 | 189 |
| Context | 262K | 1M |
| Input $/M | — | $2.50 |
| Output $/M | — | $12.50 |
| Weights | Open | Proprietary |

## Coding

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| LMArena WebDev | 1349 | — |

## Reasoning

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| Kagi LLM Benchmark | — | 44.8% |
| Surface Evolver Bench | 15.6% | — |

## Math

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| ProofBench | 0% | — |
| Omni-MATH | — | 35% |

## Knowledge

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| MMLU-Pro | — | 72.6% |
| GPQA (HELM) | — | 51.8% |

## Instruction Following

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| IFEval | — | 80.3% |

## Writing & Preference

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

| Benchmark | Laguna M.1 | Nova Premier 1.0 |
|---|---|---|
| WildBench | — | 78.8% |

## FAQ

### 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.