Compare Models

Select models (max 7)

Gemini 3.5 Flash LiteMiniMax-M3.1-Flash


Vals IndexGDP-weighted benchmark	N/A	53.78%±1.07
Legal Research BenchAgentic US legal research	13.94%±2.41	34.13%±3.30
Finance Agent v2.1Core financial analyst tasks	N/A	58.83%±2.07
Tax Agent BenchAgentic US corporate tax research	7.25%±1.87	32.14%±3.34
MedCodeMedical billing code support	43.49%±1.95	N/A
Terminal-Bench 4.0Frontier-difficulty terminal tasks	N/A	25.25%±1.01
Vibe Code Bench v1.1Building web apps from scratch	37.16%±4.63	73.94%±4.25

Benchmarks

Vals Index *

Gemini 3.5 Flash Lite

N/A

MiniMax-M3.1-Flash

0.00%± 1.07

(24/24)

Legal Research Bench *

Gemini 3.5 Flash Lite

0.00%± 2.41

(82/82)

MiniMax-M3.1-Flash

0.00%± 3.30

(82/82)

Finance Agent v2.1 *

Gemini 3.5 Flash Lite

N/A

MiniMax-M3.1-Flash

0.00%± 2.07

(28/28)

Tax Agent Bench *

Gemini 3.5 Flash Lite

0.00%± 1.87

(73/73)

MiniMax-M3.1-Flash

0.00%± 3.34

(73/73)

MedCode *

Gemini 3.5 Flash Lite

0.00%± 1.95

(107/107)

MiniMax-M3.1-Flash

N/A

Terminal-Bench 4.0

Gemini 3.5 Flash Lite

N/A

MiniMax-M3.1-Flash

0.00%± 1.01

(52/52)

Vibe Code Bench v1.1 *

Gemini 3.5 Flash Lite

0.00%± 4.63

(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

Gemini 3.5 Flash Lite MiniMax-M3.1-Flash

Comparison by Industry

Model performance on different sections of the economy.

Legal

49.01%

vs.

20.82%

Finance

49.51%

vs.

52.94%

Healthcare

57.19%

vs.

N/A

Academic

84.42%

vs.

N/A

Education

47.30%

vs.

N/A

Coding

47.79%

vs.

49.60%

Cyber

59.11%

vs.

N/A

Social Mobility

51.83%

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

$0.30

vs.

$0.15

Input Cache Read/ 1M Tokens

$0.03

vs.

$0.015

Output Cost/ 1M Tokens

$2.50

vs.

$0.60

Model Metadata

Basic information about each model.


Model provider	Google	MiniMax
Latency	N/A	2597.84s
Cost (In/Out)	$0.3 / $2.5	$0.15 / $0.6
Context Window	1M	1M
Max Output Token	66k	524k
Input Modality