Compare Models
Select models (max 7)
Ember-1Kimi K3
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 52.95%±1.00 |
| Legal Research BenchAgentic US legal research | 44.71%±3.46 | 46.15%±3.46 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 60.01%±2.09 |
| Tax Agent BenchAgentic US corporate tax research | 31.08%±3.34 | 33.37%±3.39 |
| MedCodeMedical billing code support | N/A | 49.36%±2.20 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 5.71%±2.79 | 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 | 20.71%±3.64 | 17.17%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 83.87%±3.15 | 84.97%±2.75 |
Benchmarks
Vals Index *
Ember-1
N/AKimi K3
0.00%± 1.00
(26/26)Legal Research Bench *
Ember-1
0.00%± 3.46
(84/84)Kimi K3
0.00%± 3.46
(84/84)Finance Agent v2.1 *
Ember-1
N/AKimi K3
0.00%± 2.09
(30/30)Tax Agent Bench *
Ember-1
0.00%± 3.34
(75/75)Kimi K3
0.00%± 3.39
(75/75)MedCode *
Ember-1
N/AKimi K3
0.00%± 2.20
(107/107)Terminal-Bench-Science
Ember-1
0.00%± 2.79
(42/42)Kimi K3
0.00%± 1.43
(42/42)Code Migration v1.1 *
Ember-1
N/AKimi K3
0.00%± 3.78
(28/28)Terminal-Bench 4.0
Ember-1
0.00%± 3.64
(54/54)Kimi K3
0.00%± 0.51
(54/54)Vibe Code Bench v1.1 *
Ember-1
0.00%± 3.15
(118/118)Kimi K3
0.00%± 2.75
(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
44.71%
vs.48.43%
Finance
31.08%
vs.61.34%
Healthcare
N/A
vs.68.70%
Math
61.00%
vs.87.00%
Science
31.76%
vs.37.01%
Academic
N/A
vs.89.68%
Education
N/A
vs.52.78%
Coding
50.30%
vs.47.19%
Cyber
69.52%
vs.75.24%
Social Mobility
66.17%
vs.68.20%
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
$3.00
vs.$3.00
Input Cache Read/ 1M Tokens
$0.30
vs.$0.30
Output Cost/ 1M Tokens
$15.00
vs.$15.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Fireworks | Kimi |
| Latency | N/A | 4496.01s |
| Cost (In/Out) | $3 / $15 | $3 / $15 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |