Compare Models
Select models (max 5)
MiniMax-M3GPT 5.4 Mini
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 36.53%±1.17 | 33.17%±1.28 |
| Legal Research BenchAgentic US legal research | 29.81%±3.18 | 12.50%±2.30 |
| Finance Agent (v2)Core financial analyst tasks | 48.27%±0.44 | 45.36%±0.45 |
| Tax Agent BenchAgentic US corporate tax research | 49.69%±3.25 | 36.59%±3.10 |
| MedCodeMedical billing code support | 46.29%±2.10 | N/A |
| Code MigrationRewriting programs in new languages | 19.93%±3.94 | 12.94%±3.64 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 1.01%±1.01 | 2.52%±1.01 |
| Vibe Code Bench v1.1Building web apps from scratch | 47.57%±5.44 | 47.97%±5.61 |
Benchmarks
Vals Index *
MiniMax-M3
0.00%± 1.17
(43/43)GPT 5.4 Mini
0.00%± 1.28
(43/43)Legal Research Bench *
MiniMax-M3
0.00%± 3.18
(73/73)GPT 5.4 Mini
0.00%± 2.30
(73/73)Finance Agent (v2) *
MiniMax-M3
0.00%± 0.44
(74/74)GPT 5.4 Mini
0.00%± 0.45
(74/74)Tax Agent Bench *
MiniMax-M3
0.00%± 3.25
(65/65)GPT 5.4 Mini
0.00%± 3.10
(65/65)MedCode *
MiniMax-M3
0.00%± 2.10
(104/104)GPT 5.4 Mini
N/ACode Migration *
MiniMax-M3
0.00%± 3.94
(73/73)GPT 5.4 Mini
0.00%± 3.64
(73/73)Terminal-Bench 4.0
MiniMax-M3
0.00%± 1.01
(43/43)GPT 5.4 Mini
0.00%± 1.01
(43/43)Vibe Code Bench v1.1 *
MiniMax-M3
0.00%± 5.44
(108/108)GPT 5.4 Mini
0.00%± 5.61
(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
39.80%
vs.6.25%
Finance
57.36%
vs.52.42%
Healthcare
66.77%
vs.N/A
Math
18.00%
vs.N/A
Academic
86.02%
vs.82.29%
Education
50.57%
vs.50.81%
Coding
40.91%
vs.36.32%
Cyber
65.00%
vs.N/A
Social Mobility
64.14%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.082
$1.452
Cost / TestVals Index
$3.082
vs.$1.452
Input Cost/ 1M Tokens
$0.60
vs.$0.75
Input Cache Read/ 1M Tokens
$0.12
vs.$0.075
Output Cost/ 1M Tokens
$2.40
vs.$4.50
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | MiniMax | OpenAI |
| Latency | 2334.66s | 1788.54s |
| Cost (In/Out) | $0.6 / $2.4 | $0.75 / $4.5 |
| Context Window | 1M | 400k |
| Max Output Token | 512k | 128k |
| Input Modality |