Compare Models
Select models (max 7)
Kimi K3GPT-5.6 Luna
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 52.95%±1.00 | N/A |
| Legal Research BenchAgentic US legal research | 46.15%±3.46 | 36.54%±3.35 |
| Finance Agent v2.1Core financial analyst tasks | 60.01%±2.09 | N/A |
| Tax Agent BenchAgentic US corporate tax research | 33.37%±3.39 | 24.82%±3.11 |
| MedCodeMedical billing code support | 49.36%±2.20 | 42.39%±2.27 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 1.43%±1.43 | 0.00%±0.00 |
| Code Migration v1.1Rewriting programs in new languages | 28.59%±3.78 | N/A |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 17.17%±0.51 | 11.62%±1.01 |
| Vibe Code Bench v1.1Building web apps from scratch | 84.97%±2.75 | 77.06%±3.07 |
Benchmarks
Vals Index *
Kimi K3
0.00%± 1.00
(26/26)GPT-5.6 Luna
N/ALegal Research Bench *
Kimi K3
0.00%± 3.46
(84/84)GPT-5.6 Luna
0.00%± 3.35
(84/84)Finance Agent v2.1 *
Kimi K3
0.00%± 2.09
(30/30)GPT-5.6 Luna
N/ATax Agent Bench *
Kimi K3
0.00%± 3.39
(75/75)GPT-5.6 Luna
0.00%± 3.11
(75/75)MedCode *
Kimi K3
0.00%± 2.20
(107/107)GPT-5.6 Luna
0.00%± 2.27
(107/107)Terminal-Bench-Science
Kimi K3
0.00%± 1.43
(42/42)GPT-5.6 Luna
0.00%± 0.00
(42/42)Code Migration v1.1 *
Kimi K3
0.00%± 3.78
(28/28)GPT-5.6 Luna
N/ATerminal-Bench 4.0
Kimi K3
0.00%± 0.51
(54/54)GPT-5.6 Luna
0.00%± 1.01
(54/54)Vibe Code Bench v1.1 *
Kimi K3
0.00%± 2.75
(118/118)GPT-5.6 Luna
0.00%± 3.07
(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
48.43%
vs.60.29%
Finance
61.34%
vs.56.09%
Healthcare
68.70%
vs.63.39%
Math
87.00%
vs.60.00%
Science
37.01%
vs.25.30%
Academic
89.68%
vs.87.58%
Education
52.78%
vs.44.22%
Coding
47.19%
vs.46.64%
Cyber
75.24%
vs.37.58%
Social Mobility
68.20%
vs.61.16%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$7.169
N/A
Cost / TestVals Index
$7.169
vs.N/A
Input Cost/ 1M Tokens
$3.00
vs.$0.20
Input Cache Write/ 1M Tokens
N/A
vs.$0.25
Input Cache Read/ 1M Tokens
$0.30
vs.$0.02
Output Cost/ 1M Tokens
$15.00
vs.$1.20
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Kimi | OpenAI |
| Latency | 4496.01s | N/A |
| Cost (In/Out) | $3 / $15 | $0.2 / $1.2 |
| Context Window | 1M | 1M |
| Max Output Token | 1M | 128k |
| Input Modality |