Compare Models
Select models (max 5)
Gemini 3.1 Pro Preview (02/26)MiniMax-M3
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 33.44%±1.13 | 36.53%±1.17 |
| Legal Research BenchAgentic US legal research | 20.67%±2.81 | 29.81%±3.18 |
| Finance Agent (v2)Core financial analyst tasks | 42.98%±1.21 | 48.27%±0.44 |
| Tax Agent BenchAgentic US corporate tax research | 37.84%±3.10 | 49.69%±3.25 |
| MedCodeMedical billing code support | 59.06%±2.00 | 46.29%±2.10 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 1.43%±1.43 | N/A |
| Code MigrationRewriting programs in new languages | 17.31%±3.93 | 19.93%±3.94 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 2.52%±0.51 | 1.01%±1.01 |
| Vibe Code Bench v1.1Building web apps from scratch | 32.03%±4.34 | 47.57%±5.44 |
Benchmarks
Vals Index *
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.13
(43/43)MiniMax-M3
0.00%± 1.17
(43/43)Legal Research Bench *
Gemini 3.1 Pro Preview (02/26)
0.00%± 2.81
(73/73)MiniMax-M3
0.00%± 3.18
(73/73)Finance Agent (v2) *
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.21
(74/74)MiniMax-M3
0.00%± 0.44
(74/74)Tax Agent Bench *
Gemini 3.1 Pro Preview (02/26)
0.00%± 3.10
(65/65)MiniMax-M3
0.00%± 3.25
(65/65)MedCode *
Gemini 3.1 Pro Preview (02/26)
0.00%± 2.00
(104/104)MiniMax-M3
0.00%± 2.10
(104/104)Terminal-Bench Science
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.43
(38/38)MiniMax-M3
N/ACode Migration *
Gemini 3.1 Pro Preview (02/26)
0.00%± 3.93
(73/73)MiniMax-M3
0.00%± 3.94
(73/73)Terminal-Bench 4.0
Gemini 3.1 Pro Preview (02/26)
0.00%± 0.51
(43/43)MiniMax-M3
0.00%± 1.01
(43/43)Vibe Code Bench v1.1 *
Gemini 3.1 Pro Preview (02/26)
0.00%± 4.34
(108/108)MiniMax-M3
0.00%± 5.44
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
36.02%
vs.39.80%
Finance
55.14%
vs.57.36%
Healthcare
67.59%
vs.66.77%
Math
26.00%
vs.18.00%
Science
27.38%
vs.N/A
Academic
91.55%
vs.86.02%
Education
48.68%
vs.50.57%
Coding
34.71%
vs.40.91%
Cyber
N/A
vs.65.00%
Social Mobility
53.79%
vs.64.14%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$2.18
$3.082
Cost / TestVals Index
$2.18
vs.$3.082
Input Cost/ 1M Tokens
$2.00
vs.$0.60
Input Cache Read/ 1M Tokens
$0.20
vs.$0.12
Output Cost/ 1M Tokens
$12.00
vs.$2.40
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Google | MiniMax |
| Latency | 591.99s | 2334.66s |
| Cost (In/Out) | $2 / $12 | $0.6 / $2.4 |
| Context Window | 1M | 1M |
| Max Output Token | 66k | 512k |
| Input Modality |