Compare Models
Select models (max 7)
Muse Spark OpenStep 5 Preview
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 48.57%±1.09 | N/A |
| Legal Research BenchAgentic US legal research | 38.46%±3.38 | 40.38%±3.41 |
| Finance Agent v2.1Core financial analyst tasks | 60.66%±2.06 | 58.90%±2.05 |
| Tax Agent BenchAgentic US corporate tax research | 26.32%±2.65 | 27.27%±3.11 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | 26.89%±3.23 | 47.00%±3.43 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.57%±0.51 | 31.82%±2.62 |
| Vibe Code Bench v1.1Building web apps from scratch | 76.19%±3.32 | 70.40%±4.27 |
Benchmarks
Vals Index *
Muse Spark Open
0.00%± 1.09
(26/26)Step 5 Preview
N/ALegal Research Bench *
Muse Spark Open
0.00%± 3.38
(84/84)Step 5 Preview
0.00%± 3.41
(84/84)Finance Agent v2.1 *
Muse Spark Open
0.00%± 2.06
(30/30)Step 5 Preview
0.00%± 2.05
(30/30)Tax Agent Bench *
Muse Spark Open
0.00%± 2.65
(75/75)Step 5 Preview
0.00%± 3.11
(75/75)Terminal-Bench-Science
Muse Spark Open
N/AStep 5 Preview
0.00%± 2.01
(42/42)Code Migration v1.1 *
Muse Spark Open
0.00%± 3.23
(28/28)Step 5 Preview
0.00%± 3.43
(28/28)Terminal-Bench 4.0
Muse Spark Open
0.00%± 0.51
(54/54)Step 5 Preview
0.00%± 2.62
(54/54)Vibe Code Bench v1.1 *
Muse Spark Open
0.00%± 3.32
(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
31.73%
vs.40.38%
Finance
49.66%
vs.51.91%
Math
N/A
vs.42.00%
Science
N/A
vs.29.58%
Coding
36.55%
vs.45.62%
Cyber
N/A
vs.0.38%
Social Mobility
N/A
vs.58.12%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$4.718
N/A
Cost / TestVals Index
$4.718
vs.N/A
Input Cost/ 1M Tokens
$1.25
vs.$1.00
Input Cache Read/ 1M Tokens
$0.15
vs.$0.05
Output Cost/ 1M Tokens
$4.25
vs.$2.70
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Together | Stepfun |
| Latency | 4925.41s | N/A |
| Cost (In/Out) | $1.25 / $4.25 | $1 / $2.7 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |