Model comparison
Grok 4 vs Laguna M.1
Grok 4 is the stronger model overall, scoring 48.1 to 32.5 on the Noometry Index.
Last verified . 0 shared benchmarks.
PoolsideSummary
- The widest gap is in math, where Grok 4 leads 48.4 to 21.1.
- Laguna M.1 has downloadable open weights; the other is API-only.
Side by side
| Grok 4 | Laguna M.1 | |
|---|---|---|
| Provider | xAI | Poolside |
| Noometry Index | 48.1 | 32.5 |
| Released | 2025-07-09 | 2026-04-28 |
| Weights | Proprietary | Open |
| Context window | — | 262K |
| Max output | — | 33K |
| Input $ / M tokens | — | — |
| Output $ / M tokens | — | — |
| Results tracked | 48 | 3 |
Sponsored placements are available on pages like this one. Advertise on Noometry
Category by category
Coding Grok 4 leads
Grok 4: 50.3 (#46), Laguna M.1: 36.6 (#204)
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| Aider Polyglot | 79.6% | — |
| LMArena WebDev | — | 1349 |
| WeirdML | 45.7% | — |
| LMArena Coding | 1408 | — |
Agentic & Tool Use Not comparable
Grok 4: 32.3 (#68), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| Terminal-Bench | 27.2% | — |
| Berkeley Function Calling Leaderboard | 63% | — |
| GDPval | 21.1% | — |
| Cybench | 43% | — |
| DeepResearch Bench | 47.3% | — |
| BALROG | 43.6% | — |
| LMArena Search | 1142 | — |
| METR Time Horizons | 66.6% | — |
Reasoning Grok 4 leads
Grok 4: 36.7 (#65), Laguna M.1: 23.1 (#184)
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| ARC-AGI-2 | 16% | — |
| SimpleBench | 60.5% | — |
| Kagi LLM Benchmark | 73.6% | — |
| ARC-AGI-1 | 66.7% | — |
| Chess Puzzles | 28% | — |
| LMArena Hard Prompts | 1409 | — |
| Surface Evolver Bench | — | 15.6% |
| Epoch Capabilities Index | 146.44 | — |
| ForecastBench | 60.9 | — |
Math Grok 4 leads
Grok 4: 48.4 (#64), Laguna M.1: 21.1 (#283)
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| OTIS Mock AIME 2024-2025 | 84% | — |
| ProofBench | — | 0% |
| Omni-MATH | 60.3% | — |
| LMArena Math | 1422 | — |
| FrontierMath (Feb 2025 set) | 19.7% | — |
| FrontierMath Tier 4 (v1) | 2.1% | — |
Knowledge Not comparable
Grok 4: 53.8 (#55), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| GPQA Diamond | 87% | — |
| MMLU-Pro | 85.1% | — |
| Confabulations | 12.4% | — |
| GPQA (HELM) | 72.7% | — |
| LMArena Expert | 1415 | — |
Multimodal Not comparable
Grok 4: 33.7 (#94), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| LMArena Vision | 1210 | — |
| GeoBench | 45% | — |
Multilingual Not comparable
Grok 4: 51.8 (#103), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| LMArena Non-English | 1403 | — |
| LMArena Chinese | 1427 | — |
| LMArena French | 1418 | — |
| LMArena German | 1429 | — |
| LMArena Japanese | 1394 | — |
| LMArena Korean | 1377 | — |
| LMArena Russian | 1410 | — |
| LMArena Spanish | 1420 | — |
Instruction Following Not comparable
Grok 4: 79.2 (#5), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| IFEval | 94.9% | — |
| LMArena Instruction Following | 1387 | — |
Long Context Not comparable
Grok 4: 63.1 (#4), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| Fiction.LiveBench | 94.4% | — |
| LMArena Longer Query | 1409 | — |
Writing & Preference Not comparable
Grok 4: 58.5 (#116), Laguna M.1: —
| Benchmark | Grok 4 | Laguna M.1 |
|---|---|---|
| LMArena Text | 1411 | — |
| LMArena Creative Writing | 1397 | — |
| Short-Story Creative Writing | 76.9% | — |
| WildBench | 79.7% | — |
| LMArena Multi-Turn | 1416 | — |
Frequently asked questions
Is Grok 4 better than Laguna M.1?
Grok 4 is the stronger model overall, scoring 48.1 to 32.5 on the Noometry Index.
Is Grok 4 or Laguna M.1 better for coding?
Grok 4 scores higher on coding benchmarks: 50.3 versus 36.6 in the Noometry coding category.
How many benchmarks do Grok 4 and Laguna M.1 share?
0 benchmarks have published results for both models. Grok 4 has 48 scored results on Noometry and Laguna M.1 has 3.