Compare Models
Select models (max 7)
Muse Spark 1.2Step 5 Preview
 |  |  |
|---|---|---|
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 40.38%±3.41 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 58.90%±2.05 |
| Tax Agent BenchAgentic US corporate tax research | 32.80%±2.75 | 27.27%±3.11 |
| MedCodeMedical billing code support | 49.35%±2.19 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 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 | 6.06%±1.51 | 31.82%±2.62 |
| Vibe Code Bench v1.1Building web apps from scratch | 79.10%±3.31 | 70.40%±4.27 |
Benchmarks
Legal Research Bench *
Muse Spark 1.2
0.00%± 3.45
(84/84)Step 5 Preview
0.00%± 3.41
(84/84)Finance Agent v2.1 *
Muse Spark 1.2
N/AStep 5 Preview
0.00%± 2.05
(30/30)Tax Agent Bench *
Muse Spark 1.2
0.00%± 2.75
(75/75)Step 5 Preview
0.00%± 3.11
(75/75)MedCode *
Muse Spark 1.2
0.00%± 2.19
(107/107)Step 5 Preview
N/ATerminal-Bench-Science
Muse Spark 1.2
N/AStep 5 Preview
0.00%± 2.01
(42/42)Code Migration v1.1 *
Muse Spark 1.2
N/AStep 5 Preview
0.00%± 3.43
(28/28)Terminal-Bench 4.0
Muse Spark 1.2
0.00%± 1.51
(54/54)Step 5 Preview
0.00%± 2.62
(54/54)Vibe Code Bench v1.1 *
Muse Spark 1.2
0.00%± 3.31
(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
64.51%
vs.40.38%
Finance
59.53%
vs.51.91%
Healthcare
69.70%
vs.N/A
Math
43.00%
vs.42.00%
Science
64.81%
vs.29.58%
Academic
87.20%
vs.N/A
Education
47.66%
vs.N/A
Coding
41.18%
vs.45.62%
Cyber
34.76%
vs.0.38%
Social Mobility
68.47%
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
$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 | Meta | Stepfun |
| Latency | N/A | N/A |
| Cost (In/Out) | $1.25 / $4.25 | $1 / $2.7 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |