Compare Models

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Muse Spark 1.3 MaxMiniMax-M3.1-Flash


Vals IndexGDP-weighted benchmark	N/A	53.78%±1.07
Legal Research BenchAgentic US legal research	55.29%±3.46	34.13%±3.30
Finance Agent v2.1Core financial analyst tasks	N/A	58.83%±2.07
Tax Agent BenchAgentic US corporate tax research	42.44%±3.51	32.14%±3.34
Terminal-Bench-ScienceExpert-authored scientific research workflows	10.00%±3.61	N/A
Terminal-Bench 4.0Frontier-difficulty terminal tasks	24.75%±0.51	25.25%±1.01
Vibe Code Bench v1.1Building web apps from scratch	85.86%±2.51	73.94%±4.25

Benchmarks

Vals Index *

Muse Spark 1.3 Max

N/A

MiniMax-M3.1-Flash

0.00%± 1.07

(24/24)

Legal Research Bench *

Muse Spark 1.3 Max

0.00%± 3.46

(82/82)

MiniMax-M3.1-Flash

0.00%± 3.30

(82/82)

Finance Agent v2.1 *

Muse Spark 1.3 Max

N/A

MiniMax-M3.1-Flash

0.00%± 2.07

(28/28)

Tax Agent Bench *

Muse Spark 1.3 Max

0.00%± 3.51

(73/73)

MiniMax-M3.1-Flash

0.00%± 3.34

(73/73)

Terminal-Bench-Science

Muse Spark 1.3 Max

0.00%± 3.61

(42/42)

MiniMax-M3.1-Flash

N/A

Terminal-Bench 4.0

Muse Spark 1.3 Max

0.00%± 0.51

(52/52)

MiniMax-M3.1-Flash

0.00%± 1.01

(52/52)

Vibe Code Bench v1.1 *

Muse Spark 1.3 Max

0.00%± 2.51

(116/116)

MiniMax-M3.1-Flash

0.00%± 4.25

(116/116)

Overall performance

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

•2026-10-21

Muse Spark 1.3 Max MiniMax-M3.1-Flash

Comparison by Industry

Model performance on different sections of the economy.

Legal

55.29%

vs.

20.82%

Finance

42.44%

vs.

52.94%

Math

58.00%

vs.

N/A

Science

23.02%

vs.

N/A

Coding

38.87%

vs.

49.60%

Cyber

38.28%

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

$1.25

vs.

$0.15

Input Cache Read/ 1M Tokens

$0.15

vs.

$0.015

Output Cost/ 1M Tokens

$4.25

vs.

$0.60

Model Metadata

Basic information about each model.


Model provider	Meta	MiniMax
Latency	N/A	2597.84s
Cost (In/Out)	$1.25 / $4.25	$0.15 / $0.6
Context Window	1M	1M
Max Output Token	131k	524k
Input Modality