Model comparison
Gemini 3.5 Flash Lite vs Laguna M.1
Gemini 3.5 Flash Lite is the stronger model overall, scoring 41.8 to 31.9 on the Noometry Index.
Last verified . 2 shared benchmarks.
Summary
- They share 2 benchmarks with published results for both. Gemini 3.5 Flash Lite scores higher in 3 categories and Laguna M.1 in 0 categories; 3 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where Gemini 3.5 Flash Lite leads 27.8 to 21.9.
- The biggest single-benchmark swing is ProofBench: 13% for Gemini 3.5 Flash Lite and 0% for Laguna M.1.
- Gemini 3.5 Flash Lite accepts more context: 1.05M tokens versus 262K.
- Laguna M.1 has downloadable open weights; the other is API-only.
Side by side
| Gemini 3.5 Flash Lite | Laguna M.1 | |
|---|---|---|
| Provider | Poolside | |
| Noometry Index | 41.8 | 31.9 |
| Released | 2026-07-21 | 2026-04-28 |
| Weights | Proprietary | Open |
| Context window | 1.05M | 262K |
| Max output | 66K | 33K |
| Input $ / M tokens | $0.30 | — |
| Output $ / M tokens | $2.50 | — |
| Results tracked | 38 | 3 |
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Category by category
Coding Gemini 3.5 Flash Lite leads
Gemini 3.5 Flash Lite: 42.1 (#96), Laguna M.1: 36.4 (#195)
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena WebDev | 1440 | 1348 |
| SciCode | 41.3% | — |
| WeirdML | 39% | — |
| LMArena Coding | 1455 | — |
| ALE-Bench | 765.27 | — |
Agentic & Tool Use Not comparable
Gemini 3.5 Flash Lite: 28.6 (#82), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| GDP.pdf | 10% | — |
Reasoning Gemini 3.5 Flash Lite leads
Gemini 3.5 Flash Lite: 27.8 (#95), Laguna M.1: 21.9 (#187)
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| ARC-AGI-2 | 10.3% | — |
| NYT Connections (extended) | 60.4% | — |
| ARC-AGI-1 | 53.5% | — |
| CritPt | 0% | — |
| Chess Puzzles | 22% | — |
| LMArena Hard Prompts | 1441 | — |
| Mystery Game Puzzles | 19% | — |
| DTBench | 83.5% | — |
| LMCA | 37.6% | — |
| Surface Evolver Bench | — | 15.6% |
| Epoch Capabilities Index | 145.12 | — |
Math Gemini 3.5 Flash Lite leads
Gemini 3.5 Flash Lite: 25.7 (#245), Laguna M.1: 20.3 (#276)
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| ProofBench | 13% | 0% |
| FrontierMath (Tiers 1-3) | 26% | — |
| FrontierMath Tier 4 | 0% | — |
| OTIS Mock AIME 2024-2025 | 71.1% | — |
| LMArena Math | 1431 | — |
Knowledge Not comparable
Gemini 3.5 Flash Lite: 50.0 (#66), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| GPQA Diamond | 83.3% | — |
| LMArena Expert | 1430 | — |
Multimodal Not comparable
Gemini 3.5 Flash Lite: 40.3 (#38), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena Vision | 1266 | — |
Multilingual Not comparable
Gemini 3.5 Flash Lite: 53.8 (#59), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena Non-English | 1428 | — |
| LMArena Chinese | 1467 | — |
| LMArena French | 1452 | — |
| LMArena German | 1454 | — |
| LMArena Japanese | 1428 | — |
| LMArena Korean | 1406 | — |
| LMArena Russian | 1443 | — |
| LMArena Spanish | 1440 | — |
Instruction Following Not comparable
Gemini 3.5 Flash Lite: 75.0 (#77), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena Instruction Following | 1420 | — |
Long Context Not comparable
Gemini 3.5 Flash Lite: 43.8 (#80), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena Longer Query | 1435 | — |
Writing & Preference Not comparable
Gemini 3.5 Flash Lite: 64.4 (#55), Laguna M.1: —
| Benchmark | Gemini 3.5 Flash Lite | Laguna M.1 |
|---|---|---|
| LMArena Text | 1436 | — |
| LMArena Creative Writing | 1419 | — |
| EQ-Bench Creative Writing | 1559 | — |
| LMArena Multi-Turn | 1445 | — |
Frequently asked questions
Is Gemini 3.5 Flash Lite better than Laguna M.1?
Gemini 3.5 Flash Lite is the stronger model overall, scoring 41.8 to 31.9 on the Noometry Index.
Is Gemini 3.5 Flash Lite or Laguna M.1 better for coding?
Gemini 3.5 Flash Lite scores higher on coding benchmarks: 42.1 versus 36.4 in the Noometry coding category.
Which has the bigger context window?
Gemini 3.5 Flash Lite does, with 1.05M tokens against 262K.
How many benchmarks do Gemini 3.5 Flash Lite and Laguna M.1 share?
2 benchmarks have published results for both models. Gemini 3.5 Flash Lite has 38 scored results on Noometry and Laguna M.1 has 3.