Compare Models
Select models (max 7)
Ember-1Step 5 Preview
 |  |  |
|---|---|---|
| Legal Research BenchAgentic US legal research | 44.71%±3.46 | 40.38%±3.41 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 58.90%±2.05 |
| Tax Agent BenchAgentic US corporate tax research | 31.08%±3.34 | 27.27%±3.11 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 5.71%±2.79 | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | N/A | 47.00%±3.43 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 20.71%±3.64 | 31.82%±2.62 |
| Vibe Code Bench v1.1Building web apps from scratch | 83.87% ±3.15 | 70.40%±4.27 |
Benchmarks
Legal Research Bench *
Ember-1
0.00%± 3.46
(84/84)Step 5 Preview
0.00%± 3.41
(84/84)Finance Agent v2.1 *
Ember-1
N/AStep 5 Preview
0.00%± 2.05
(30/30)Tax Agent Bench *
Ember-1
0.00%± 3.34
(75/75)Step 5 Preview
0.00%± 3.11
(75/75)Terminal-Bench-Science
Ember-1
0.00%± 2.79
(42/42)Step 5 Preview
0.00%± 2.01
(42/42)Code Migration v1.1 *
Ember-1
N/AStep 5 Preview
0.00%± 3.43
(28/28)Terminal-Bench 4.0
Ember-1
0.00%± 3.64
(54/54)Step 5 Preview
0.00%± 2.62
(54/54)Vibe Code Bench v1.1 *
Ember-1
0.00%± 3.15
(118/118)Step 5 Preview
0.00%± 4.27
(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.40.38%
Finance
31.08%
vs.51.91%
Math
61.00%
vs.42.00%
Science
31.76%
vs.29.58%
Coding
50.30%
vs.45.62%
Cyber
69.52%
vs.0.38%
Social Mobility
66.17%
vs.58.12%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
N/A
Cost / TestVals Index
N/A
vs.N/A
Input Cost/ 1M Tokens
$3.00
vs.$1.00
Input Cache Read/ 1M Tokens
$0.30
vs.$0.05
Output Cost/ 1M Tokens
$15.00
vs.$2.70
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Fireworks | Stepfun |
| Latency | N/A | N/A |
| Cost (In/Out) | $3 / $15 | $1 / $2.7 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |