Compare Models
Select models (max 5)
Kimi K3Wonder Full
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 50.30%±0.99 | 64.57%±1.07 |
| Legal Research BenchAgentic US legal research | 46.15%±3.46 | 53.37%±3.47 |
| Finance Agent (v2)Core financial analyst tasks | 53.11%±0.37 | 59.06%±0.21 |
| Tax Agent BenchAgentic US corporate tax research | 33.37%±3.39 | 43.00%±3.57 |
| MedCodeMedical billing code support | 49.36%±2.20 | 49.93%±2.18 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 1.43%±1.43 | 37.14%±5.82 |
| Code MigrationRewriting programs in new languages | 16.10%±4.10 | 61.03%±4.42 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 17.17%±0.51 | 58.08%±3.31 |
| Vibe Code Bench v1.1Building web apps from scratch | 84.97%±2.75 | 86.00%±1.93 |
Benchmarks
Vals Index *
Kimi K3
0.00%± 0.99
(48/48)Wonder Full
0.00%± 1.07
(48/48)Legal Research Bench *
Kimi K3
0.00%± 3.46
(78/78)Wonder Full
0.00%± 3.47
(78/78)Finance Agent (v2) *
Kimi K3
0.00%± 0.37
(78/78)Wonder Full
0.00%± 0.21
(78/78)Tax Agent Bench *
Kimi K3
0.00%± 3.39
(69/69)Wonder Full
0.00%± 3.57
(69/69)MedCode *
Kimi K3
0.00%± 2.20
(107/107)Wonder Full
0.00%± 2.18
(107/107)Terminal-Bench Science
Kimi K3
0.00%± 1.43
(41/41)Wonder Full
0.00%± 5.82
(41/41)Code Migration *
Kimi K3
0.00%± 4.10
(77/77)Wonder Full
0.00%± 4.42
(77/77)Terminal-Bench 4.0
Kimi K3
0.00%± 0.51
(48/48)Wonder Full
0.00%± 3.31
(48/48)Vibe Code Bench v1.1 *
Kimi K3
0.00%± 2.75
(112/112)Wonder Full
0.00%± 1.93
(112/112)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-13
Comparison by Industry
Model performance on different sections of the economy.
Legal
48.43%
vs.54.15%
Finance
59.04%
vs.57.99%
Healthcare
68.70%
vs.69.63%
Math
87.00%
vs.94.00%
Science
37.01%
vs.39.01%
Academic
89.68%
vs.N/A
Education
52.78%
vs.N/A
Coding
44.87%
vs.52.39%
Cyber
75.24%
vs.42.73%
Social Mobility
68.20%
vs.73.75%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$6.439
$8.559
Cost / TestVals Index
$6.439
vs.$8.559
Input Cost/ 1M Tokens
$3.00
vs.$4.00
Input Cache Read/ 1M Tokens
$0.30
vs.$0.20
Output Cost/ 1M Tokens
$15.00
vs.$20.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Kimi | Meta |
| Latency | 4104.73s | 3395.76s |
| Cost (In/Out) | $3 / $15 | $4 / $20 |
| Context Window | 1M | 1M |
| Max Output Token | 1M | 131k |
| Input Modality |