Compare Models
Select models (max 7)
Gemini 3.7 FlashKimi K3
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 52.95%±1.00 |
| Legal Research BenchAgentic US legal research | 34.62%±3.31 | 46.15%±3.46 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 60.01%±2.09 |
| Tax Agent BenchAgentic US corporate tax research | 22.80%±3.03 | 33.37%±3.39 |
| MedCodeMedical billing code support | 53.39%±2.12 | 49.36%±2.20 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 7.14%±3.10 | 1.43%±1.43 |
| Code Migration v1.1Rewriting programs in new languages | N/A | 28.59%±3.78 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 12.12%±3.03 | 17.17%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 70.39%±4.84 | 84.97%±2.75 |
Benchmarks
Vals Index *
Gemini 3.7 Flash
N/AKimi K3
0.00%± 1.00
(37/37)Legal Research Bench *
Gemini 3.7 Flash
0.00%± 3.31
(94/94)Kimi K3
0.00%± 3.46
(94/94)Finance Agent v2.1 *
Gemini 3.7 Flash
N/AKimi K3
0.00%± 2.09
(40/40)Tax Agent Bench *
Gemini 3.7 Flash
0.00%± 3.03
(85/85)Kimi K3
0.00%± 3.39
(85/85)MedCode *
Gemini 3.7 Flash
0.00%± 2.12
(107/107)Kimi K3
0.00%± 2.20
(107/107)Terminal-Bench-Science
Gemini 3.7 Flash
0.00%± 3.10
(45/45)Kimi K3
0.00%± 1.43
(45/45)Code Migration v1.1 *
Gemini 3.7 Flash
N/AKimi K3
0.00%± 3.78
(30/30)Terminal-Bench 4.0
Gemini 3.7 Flash
0.00%± 3.03
(64/64)Kimi K3
0.00%± 0.51
(64/64)Vibe Code Bench v1.1 *
Gemini 3.7 Flash
0.00%± 4.84
(128/128)Kimi K3
0.00%± 2.75
(128/128)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, legal, and tax
•2026-11-11
Comparison by Industry
Model performance on different sections of the economy.
Legal
60.94%
vs.53.38%
Finance
54.73%
vs.61.34%
Healthcare
68.67%
vs.68.70%
Math
58.00%
vs.87.00%
Science
7.14%
vs.37.01%
Academic
91.01%
vs.89.68%
Education
N/A
vs.86.77%
Coding
55.10%
vs.47.19%
Cyber
24.16%
vs.50.14%
Social Mobility
N/A
vs.68.19%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$7.169
Cost / TestVals Index
N/A
vs.$7.169
Input Cost/ 1M Tokens
$1.50
vs.$3.00
Input Cache Read/ 1M Tokens
$0.15
vs.$0.30
Output Cost/ 1M Tokens
$7.50
vs.$15.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Google | Kimi |
| Latency | N/A | 4496.01s |
| Cost (In/Out) | $1.5 / $7.5 | $3 / $15 |
| Context Window | 1M | 1M |
| Max Output Token | 66k | 1M |
| Input Modality |