Compare Models
Select models (max 5)
Qwen 3.7 MaxMiniMax-M3
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 36.53%±1.17 |
| Legal Research BenchAgentic US legal research | 25.48%±3.03 | 29.81%±3.18 |
| Finance Agent (v2)Core financial analyst tasks | 47.78%±0.73 | 48.27%±0.44 |
| Tax Agent BenchAgentic US corporate tax research | 47.41%±3.24 | 49.69%±3.25 |
| MedCodeMedical billing code support | 38.75%±2.20 | 46.29%±2.10 |
| Code MigrationRewriting programs in new languages | 13.07%±2.86 | 19.93%±3.94 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | N/A | 1.01%±1.01 |
| Vibe Code Bench v1.1Building web apps from scratch | 47.67%±4.63 | 47.57%±5.44 |
Benchmarks
Vals Index *
Qwen 3.7 Max
N/AMiniMax-M3
0.00%± 1.17
(43/43)Legal Research Bench *
Qwen 3.7 Max
0.00%± 3.03
(73/73)MiniMax-M3
0.00%± 3.18
(73/73)Finance Agent (v2) *
Qwen 3.7 Max
0.00%± 0.73
(74/74)MiniMax-M3
0.00%± 0.44
(74/74)Tax Agent Bench *
Qwen 3.7 Max
0.00%± 3.24
(65/65)MiniMax-M3
0.00%± 3.25
(65/65)MedCode *
Qwen 3.7 Max
0.00%± 2.20
(104/104)MiniMax-M3
0.00%± 2.10
(104/104)Code Migration *
Qwen 3.7 Max
0.00%± 2.86
(73/73)MiniMax-M3
0.00%± 3.94
(73/73)Terminal-Bench 4.0
Qwen 3.7 Max
N/AMiniMax-M3
0.00%± 1.01
(43/43)Vibe Code Bench v1.1 *
Qwen 3.7 Max
0.00%± 4.63
(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
37.35%
vs.39.80%
Finance
56.88%
vs.57.36%
Healthcare
59.07%
vs.66.77%
Math
N/A
vs.18.00%
Academic
89.73%
vs.86.02%
Education
N/A
vs.50.57%
Coding
54.15%
vs.40.91%
Cyber
N/A
vs.65.00%
Social Mobility
N/A
vs.64.14%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$3.082
Cost / TestVals Index
N/A
vs.$3.082
Input Cost/ 1M Tokens
$2.50
vs.$0.60
Input Cache Write/ 1M Tokens
$3.125
vs.N/A
Input Cache Read/ 1M Tokens
$0.25
vs.$0.12
Output Cost/ 1M Tokens
$7.50
vs.$2.40
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Alibaba | MiniMax |
| Latency | N/A | 2334.66s |
| Cost (In/Out) | $2.5 / $7.5 | $0.6 / $2.4 |
| Context Window | 984k | 1M |
| Max Output Token | 66k | 512k |
| Input Modality |