Model comparison
Amazon Nova Pro vs Laguna M.1
Laguna M.1 is the stronger model overall, scoring 32.5 to 31.0 on the Noometry Index.
Last verified . 0 shared benchmarks.
PoolsideSummary
- The widest gap is in math, where Amazon Nova Pro leads 28.5 to 21.1.
- Amazon Nova Pro accepts more context: 300K tokens versus 262K.
- Laguna M.1 has downloadable open weights; the other is API-only.
Side by side
| Amazon Nova Pro | Laguna M.1 | |
|---|---|---|
| Provider | Amazon | Poolside |
| Noometry Index | 31.0 | 32.5 |
| Released | 2024-12-03 | 2026-04-28 |
| Weights | Proprietary | Open |
| Context window | 300K | 262K |
| Max output | 10K | 33K |
| Input $ / M tokens | $0.80 | — |
| Output $ / M tokens | $3.20 | — |
| Results tracked | 38 | 3 |
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Category by category
Coding Laguna M.1 leads
Amazon Nova Pro: 35.1 (#229), Laguna M.1: 36.6 (#204)
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LMArena WebDev | — | 1349 |
| LiveBench Coding | 38.1% | — |
| LMArena Coding | 1270 | — |
Agentic & Tool Use Not comparable
Amazon Nova Pro: 16.7 (#147), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| Berkeley Function Calling Leaderboard | 25% | — |
| TheAgentCompany | 1.7% | — |
Reasoning Laguna M.1 leads
Amazon Nova Pro: 20.0 (#243), Laguna M.1: 23.1 (#184)
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LiveBench Reasoning | 32.6% | — |
| LMArena Hard Prompts | 1246 | — |
| LiveBench Data Analysis | 48.3% | — |
| Surface Evolver Bench | — | 15.6% |
| Epoch Capabilities Index | 123.8 | — |
| LiveBench | 43.5% | — |
Math Amazon Nova Pro leads
Amazon Nova Pro: 28.5 (#243), Laguna M.1: 21.1 (#283)
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| ProofBench | — | 0% |
| Omni-MATH | 24.2% | — |
| LiveBench Math | 38% | — |
| LMArena Math | 1252 | — |
Knowledge Not comparable
Amazon Nova Pro: 27.4 (#250), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| Humanity's Last Exam | 4.4% | — |
| MMLU-Pro | 67.3% | — |
| Confabulations | 30.1% | — |
| Vectara Hallucination Rate | 5.1% | — |
| GPQA (HELM) | 44.6% | — |
| LMArena Expert | 1211 | — |
| MMLU | 82% | — |
Multimodal Not comparable
Amazon Nova Pro: 25.0 (#126), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LMArena Vision | 980 | — |
Multilingual Not comparable
Amazon Nova Pro: 39.7 (#223), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LMArena Non-English | 1234 | — |
| LMArena Chinese | 1244 | — |
| LMArena French | 1271 | — |
| LMArena German | 1243 | — |
| LMArena Japanese | 1200 | — |
| LMArena Korean | 1203 | — |
| LMArena Russian | 1240 | — |
| LMArena Spanish | 1182 | — |
Instruction Following Not comparable
Amazon Nova Pro: 64.9 (#226), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LiveBench Instruction Following | 67.1% | — |
| IFEval | 81.5% | — |
| LMArena Instruction Following | 1235 | — |
Long Context Not comparable
Amazon Nova Pro: 38.1 (#205), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LMArena Longer Query | 1255 | — |
Writing & Preference Not comparable
Amazon Nova Pro: 43.9 (#226), Laguna M.1: —
| Benchmark | Amazon Nova Pro | Laguna M.1 |
|---|---|---|
| LMArena Text | 1259 | — |
| LMArena Creative Writing | 1212 | — |
| Short-Story Creative Writing | 60.5% | — |
| WildBench | 77.7% | — |
| LMArena Multi-Turn | 1246 | — |
| LiveBench Language | 37% | — |
Frequently asked questions
Is Amazon Nova Pro better than Laguna M.1?
Laguna M.1 is the stronger model overall, scoring 32.5 to 31.0 on the Noometry Index.
Is Amazon Nova Pro or Laguna M.1 better for coding?
Laguna M.1 scores higher on coding benchmarks: 36.6 versus 35.1 in the Noometry coding category.
Which has the bigger context window?
Amazon Nova Pro does, with 300K tokens against 262K.
How many benchmarks do Amazon Nova Pro and Laguna M.1 share?
0 benchmarks have published results for both models. Amazon Nova Pro has 38 scored results on Noometry and Laguna M.1 has 3.