Compare Models
Select models (max 5)
Kimi K3Muse Spark 1.2
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 50.30%±0.99 | 49.29%±1.10 |
| Legal Research BenchAgentic US legal research | 46.15%±3.46 | 43.75%±3.45 |
| Finance Agent (v2)Core financial analyst tasks | 53.11%±0.37 | 60.60%±0.28 |
| Tax Agent BenchAgentic US corporate tax research | 68.67%±3.08 | 56.86%±2.32 |
| MedCodeMedical billing code support | 49.36%±2.20 | 49.35%±2.19 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 1.43%±1.43 | N/A |
| Code MigrationRewriting programs in new languages | 16.10%±4.10 | 29.95%±4.02 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 17.17%±0.51 | 6.06%±1.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 84.97%±2.75 | 79.10%±3.31 |
Benchmarks
Vals Index *
Kimi K3
0.00%± 0.99
(43/43)Muse Spark 1.2
0.00%± 1.10
(43/43)Legal Research Bench *
Kimi K3
0.00%± 3.46
(73/73)Muse Spark 1.2
0.00%± 3.45
(73/73)Finance Agent (v2) *
Kimi K3
0.00%± 0.37
(74/74)Muse Spark 1.2
0.00%± 0.28
(74/74)Tax Agent Bench *
Kimi K3
0.00%± 3.08
(65/65)Muse Spark 1.2
0.00%± 2.32
(65/65)MedCode *
Kimi K3
0.00%± 2.20
(104/104)Muse Spark 1.2
0.00%± 2.19
(104/104)Terminal-Bench Science
Kimi K3
0.00%± 1.43
(38/38)Muse Spark 1.2
N/ACode Migration *
Kimi K3
0.00%± 4.10
(73/73)Muse Spark 1.2
0.00%± 4.02
(73/73)Terminal-Bench 4.0
Kimi K3
0.00%± 0.51
(43/43)Muse Spark 1.2
0.00%± 1.51
(43/43)Vibe Code Bench v1.1 *
Kimi K3
0.00%± 2.75
(108/108)Muse Spark 1.2
0.00%± 3.31
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
48.43%
vs.51.48%
Finance
66.10%
vs.64.05%
Healthcare
68.70%
vs.69.70%
Math
87.00%
vs.43.00%
Science
37.01%
vs.64.81%
Academic
89.68%
vs.87.20%
Education
52.78%
vs.47.66%
Coding
46.00%
vs.39.58%
Cyber
75.24%
vs.69.52%
Social Mobility
68.20%
vs.68.47%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$6.382
$1.942
Cost / TestVals Index
$6.382
vs.$1.942
Input Cost/ 1M Tokens
$3.00
vs.$1.25
Input Cache Read/ 1M Tokens
$0.30
vs.$0.15
Output Cost/ 1M Tokens
$15.00
vs.$4.25
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Kimi | Meta |
| Latency | 4103.02s | 1376.30s |
| Cost (In/Out) | $3 / $15 | $1.25 / $4.25 |
| Context Window | 1M | 1M |
| Max Output Token | 1M | 131k |
| Input Modality |