Compare Models
Select models (max 5)
MiniMax-M3GLM 5.3 Flash
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 36.53%±1.17 | N/A |
| Legal Research BenchAgentic US legal research | 29.81%±3.18 | 45.19%±3.46 |
| Finance Agent (v2)Core financial analyst tasks | 48.27%±0.44 | 57.85%±2.06 |
| Tax Agent BenchAgentic US corporate tax research | 49.69%±3.25 | 61.96%±3.26 |
| MedCodeMedical billing code support | 46.29%±2.10 | N/A |
| Terminal-Bench ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Code MigrationRewriting programs in new languages | 19.93%±3.94 | 20.52%±4.21 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 1.01%±1.01 | N/A |
| Vibe Code Bench v1.1Building web apps from scratch | 47.57%±5.44 | 30.76%±5.28 |
Benchmarks
Vals Index *
MiniMax-M3
0.00%± 1.17
(43/43)GLM 5.3 Flash
N/ALegal Research Bench *
MiniMax-M3
0.00%± 3.18
(73/73)GLM 5.3 Flash
0.00%± 3.46
(73/73)Finance Agent (v2) *
MiniMax-M3
0.00%± 0.44
(74/74)GLM 5.3 Flash
0.00%± 2.06
(74/74)Tax Agent Bench *
MiniMax-M3
0.00%± 3.25
(65/65)GLM 5.3 Flash
0.00%± 3.26
(65/65)MedCode *
MiniMax-M3
0.00%± 2.10
(104/104)GLM 5.3 Flash
N/ATerminal-Bench Science
MiniMax-M3
N/AGLM 5.3 Flash
0.00%± 2.01
(38/38)Code Migration *
MiniMax-M3
0.00%± 3.94
(73/73)GLM 5.3 Flash
0.00%± 4.21
(73/73)Terminal-Bench 4.0
MiniMax-M3
0.00%± 1.01
(43/43)GLM 5.3 Flash
N/AVibe Code Bench v1.1 *
MiniMax-M3
0.00%± 5.44
(108/108)GLM 5.3 Flash
0.00%± 5.28
(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.45.26%
Finance
57.36%
vs.62.83%
Healthcare
66.77%
vs.88.94%
Math
18.00%
vs.21.00%
Science
N/A
vs.2.86%
Academic
86.02%
vs.86.14%
Education
50.57%
vs.N/A
Coding
40.91%
vs.41.56%
Cyber
65.00%
vs.67.86%
Social Mobility
64.14%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.082
N/A
Cost / TestVals Index
$3.082
vs.N/A
Input Cost/ 1M Tokens
$0.60
vs.$0.075
Input Cache Read/ 1M Tokens
$0.12
vs.$0.015
Output Cost/ 1M Tokens
$2.40
vs.$0.25
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | MiniMax | zAI |
| Latency | 2334.66s | N/A |
| Cost (In/Out) | $0.6 / $2.4 | $0.075 / $0.25 |
| Context Window | 1M | 1M |
| Max Output Token | 512k | 128k |
| Input Modality |