Compare Models

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Laguna M.1MiniMax-M3.1-Flash


Vals IndexGDP-weighted benchmark	N/A	53.78%±1.07
Legal Research BenchAgentic US legal research	2.40%±1.06	34.13%±3.30
Finance Agent v2.1Core financial analyst tasks	N/A	58.83%±2.07
Tax Agent BenchAgentic US corporate tax research	N/A	32.14%±3.34
MedCodeMedical billing code support	23.11%±1.69	N/A
Terminal-Bench 4.0Frontier-difficulty terminal tasks	N/A	25.25%±1.01
Vibe Code Bench v1.1Building web apps from scratch	11.04%±2.82	73.94%±4.25

Benchmarks

Vals Index *

Laguna M.1

N/A

MiniMax-M3.1-Flash

0.00%± 1.07

(26/26)

Legal Research Bench *

Laguna M.1

0.00%± 1.06

(84/84)

MiniMax-M3.1-Flash

0.00%± 3.30

(84/84)

Finance Agent v2.1 *

Laguna M.1

N/A

MiniMax-M3.1-Flash

0.00%± 2.07

(30/30)

Tax Agent Bench *

Laguna M.1

N/A

MiniMax-M3.1-Flash

0.00%± 3.34

(75/75)

MedCode *

Laguna M.1

0.00%± 1.69

(107/107)

MiniMax-M3.1-Flash

N/A

Terminal-Bench 4.0

Laguna M.1

N/A

MiniMax-M3.1-Flash

0.00%± 1.01

(54/54)

Vibe Code Bench v1.1 *

Laguna M.1

0.00%± 2.82

(118/118)

MiniMax-M3.1-Flash

0.00%± 4.25

(118/118)

Overall performance

Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law

•2026-10-22

Laguna M.1 MiniMax-M3.1-Flash

Comparison by Industry

Model performance on different sections of the economy.

Legal

38.77%

vs.

20.82%

Finance

1.64%

vs.

52.94%

Healthcare

44.51%

vs.

N/A

Academic

47.93%

vs.

N/A

Coding

34.19%

vs.

49.60%

Social Mobility

43.84%

vs.

N/A

Cost Analysis

Per task and per token model pricing.

Vals Index · USD

N/A

$0.66

Cost / TestVals Index

N/A

vs.

$0.66

Input Cost/ 1M Tokens

N/A

vs.

$0.15

Input Cache Read/ 1M Tokens

N/A

vs.

$0.015

Output Cost/ 1M Tokens

N/A

vs.

$0.60

Model Metadata

Basic information about each model.


Model provider	Poolside	MiniMax
Latency	N/A	2597.84s
Cost (In/Out)	N/A	$0.15 / $0.6
Context Window	262k	1M
Max Output Token	33k	524k
Input Modality