Compare Models
Select models (max 7)
MiniMax-M2.1Kimi K3.1 Pro
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 62.52%±1.14 |
| Legal Research BenchAgentic US legal research | N/A | 37.50%±3.37 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 61.49%±2.10 |
| Tax Agent BenchAgentic US corporate tax research | N/A | 24.87%±3.12 |
| MedCodeMedical billing code support | 34.08%±1.94 | N/A |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | N/A | 63.64%±1.75 |
| Vibe Code Bench v1.1Building web apps from scratch | N/A | 84.89%±2.95 |
Benchmarks
Vals Index *
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 1.14
(27/27)Legal Research Bench *
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 3.37
(85/85)Finance Agent v2.1 *
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 2.10
(31/31)Tax Agent Bench *
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 3.12
(76/76)MedCode *
MiniMax-M2.1
0.00%± 1.94
(107/107)Kimi K3.1 Pro
N/ATerminal-Bench 4.0
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 1.75
(55/55)Vibe Code Bench v1.1 *
MiniMax-M2.1
N/AKimi K3.1 Pro
0.00%± 2.95
(119/119)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-24
Comparison by Industry
Model performance on different sections of the economy.
Legal
75.45%
vs.24.58%
Finance
66.35%
vs.52.12%
Healthcare
57.43%
vs.N/A
Academic
82.79%
vs.N/A
Coding
78.28%
vs.74.27%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$6.44
Cost / TestVals Index
N/A
vs.$6.44
Input Cost/ 1M Tokens
$0.30
vs.$2.00
Input Cache Write/ 1M Tokens
$0.375
vs.N/A
Input Cache Read/ 1M Tokens
$0.03
vs.$0.20
Output Cost/ 1M Tokens
$1.20
vs.$10.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | MiniMax | Kimi |
| Latency | N/A | 3816.45s |
| Cost (In/Out) | $0.3 / $1.2 | $2 / $10 |
| Context Window | 205k | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |