Compare Models
Select models (max 7)
Mercury 2.5MiniMax-M3
 |  |  |
|---|---|---|
| Legal Research BenchAgentic US legal research | 4.33%±1.41 | 29.81%±3.18 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 54.34%±2.02 |
| Tax Agent BenchAgentic US corporate tax research | 2.49%±1.02 | 20.59%±2.87 |
| MedCodeMedical billing code support | 31.33%±1.95 | 46.29%±2.10 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 0.00%±0.00 | N/A |
| Code Migration v1.1Rewriting programs in new languages | N/A | 20.90%±3.44 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 0.00%±0.00 | 1.01%±1.01 |
| Vibe Code Bench v1.1Building web apps from scratch | 3.68%±1.41 | 47.57%±5.44 |
Benchmarks
Legal Research Bench *
Mercury 2.5
0.00%± 1.41
(84/84)MiniMax-M3
0.00%± 3.18
(84/84)Finance Agent v2.1 *
Mercury 2.5
N/AMiniMax-M3
0.00%± 2.02
(30/30)Tax Agent Bench *
Mercury 2.5
0.00%± 1.02
(75/75)MiniMax-M3
0.00%± 2.87
(75/75)MedCode *
Mercury 2.5
0.00%± 1.95
(107/107)MiniMax-M3
0.00%± 2.10
(107/107)Terminal-Bench-Science
Mercury 2.5
0.00%± 0.00
(42/42)MiniMax-M3
N/ACode Migration v1.1 *
Mercury 2.5
N/AMiniMax-M3
0.00%± 3.44
(28/28)Terminal-Bench 4.0
Mercury 2.5
0.00%± 0.00
(54/54)MiniMax-M3
0.00%± 1.01
(54/54)Vibe Code Bench v1.1 *
Mercury 2.5
0.00%± 1.41
(118/118)MiniMax-M3
0.00%± 5.44
(118/118)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-22
Comparison by Industry
Model performance on different sections of the economy.
Legal
43.69%
vs.57.61%
Finance
2.49%
vs.55.15%
Healthcare
43.21%
vs.66.77%
Math
3.00%
vs.18.00%
Science
0.00%
vs.N/A
Academic
N/A
vs.86.02%
Education
N/A
vs.50.57%
Coding
6.05%
vs.40.08%
Cyber
45.48%
vs.65.00%
Social Mobility
45.26%
vs.64.14%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
N/A
Cost / TestVals Index
N/A
vs.N/A
Input Cost/ 1M Tokens
$0.20
vs.$0.60
Input Cache Read/ 1M Tokens
$0.02
vs.$0.12
Output Cost/ 1M Tokens
$0.75
vs.$2.40
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Inception | MiniMax |
| Latency | N/A | N/A |
| Cost (In/Out) | $0.2 / $0.75 | $0.6 / $2.4 |
| Context Window | 260k | 1M |
| Max Output Token | 66k | 512k |
| Input Modality |