What are Laguna M.1's benchmark scores?

As of 25 Oct 2026, Laguna M.1 scores 37.3 ±9.6 on the BenchLeader Index, strongest in coding (43) and weakest in agents & tools (25). That rests on 8 independent benchmark results, and every score on this page links to its publisher.

How does Laguna M.1 rank?

Laguna M.1 is #735 of 785 ranked configurations on 25 Oct 2026. 313 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.

When was Laguna M.1 released?

Poolside released Laguna M.1 on 28 Apr 2026.

PoolsideOpen weightsReasoning modelCompare with another model

Laguna M.1

Laguna M.1 is a Poolside open-weights reasoning model, released 28 Apr 2026. Its best configuration ranks #735 of 785 on the BenchLeader Index at 37.3 ±9.6, in the lower half. The ± is the point: 313 other configurations score within that range, so they and this one cannot be told apart on quality alone — price and speed are what separate them. It scores highest in coding (43) and lowest in agents & tools (25). Last measured 23 Oct 2026.

Blended price: –
Output speed: –
First answer: –
Context: 262k
Full answer: –
Cost per run: –
Released: 28 Apr 2026

How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.

Overall index37
Coding43
Agents & tools25
Maths30
Knowledge32

How its index has moved

9 Sept 2026 to 25 Oct 2026

The index is recomputed from scratch every day, so a line moves when a new benchmark result lands, when a publisher revises a score, or when the models it is normalised against change. Early movement usually means the score is still settling.

Benchmark results

See all LLM benchmarks. One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

Benchmark	not stated	Source	Trend
GPQA Diamond (Vals)not in index	27.0%#130	Vals AI

Coding

Benchmark	not stated	Source
Arena WebDev	1349#110	Arena (LMArena)
LiveCodeBench	68.1%#90	Vals AI
SWE-bench (Vals)not in index	57.6%#77	Vals AI
ProgramBenchnot in index	0.0%#32	Vals AI
Vibe Code Bench v1.1not in index	11.0%#98	Vals AI
Surface Evolver Benchnot in index	15.6%#28	Epoch AI Benchmarking Hub

Agents & tools

Benchmark	not stated	Source
Terminal-Bench 2.1 (Vals)	34.1%#69	Vals AI
Finance Agent v2not in index	25.0%#73	Vals AI
Harvey's Legal Agent Benchmark v1not in index	0.0%#61	Vals AI
Legal Research Benchnot in index	2.4%#79	Vals AI
Terminal-Bench 2.0 (Vals)not in index	31.5%#42	Vals AI

Maths

Benchmark	not stated	Source	Trend
ProofBench	0.0%#77	Vals AI

Knowledge

Benchmark	not stated	Source
MMLU-Pro	68.8%#119	Vals AI
LegalBench	75.1%#111	Vals AI
CorpFin	58.2%#83	Vals AI
TaxEval	1.6%#138	Vals AI
MedCodenot in index	23.1%#101	Vals AI
MedScribenot in index	65.9%#97	Vals AI
Public Benefits Bench v1.1not in index	43.8%#47	Vals AI

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Questions people ask

What are Laguna M.1's benchmark scores?: As of 25 Oct 2026, Laguna M.1 scores 37.3 ±9.6 on the BenchLeader Index, strongest in coding (43) and weakest in agents & tools (25). That rests on 8 independent benchmark results, and every score on this page links to its publisher.
How does Laguna M.1 rank?: Laguna M.1 is #735 of 785 ranked configurations on 25 Oct 2026. 313 other configurations score within its margin, so the exact position matters less than the band. The leader is Claude Opus 5.5 (max effort) at 72.6.
When was Laguna M.1 released?: Poolside released Laguna M.1 on 28 Apr 2026.

Data as of 25 Oct 2026. Compare with another model.

Cite as: BenchLeader, “Laguna M.1: benchmarks, pricing, speed and rank”, data as of 25 Oct 2026, https://www.benchleader.com/models/laguna-m-1.