Compare Models
Select models (max 5)
Muse Spark 1.3GPT-5.6 Sol
| Vals IndexGDP-weighted benchmark | 53.20%±1.07 | 58.01%±1.02 |
| Legal Research BenchAgentic US legal research | 40.87%±3.42 | 48.08%±3.47 |
| Finance Agent (v2)Core financial analyst tasks | 58.90%±0.44 | 53.76%±0.85 |
| Tax Agent BenchAgentic US corporate tax research | 71.93%±2.92 | 67.95%±3.12 |
| MedCodeMedical billing code support | N/A | 43.97%±2.26 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 4.29%±2.44 | 20.00%±4.82 |
| Code MigrationRewriting programs in new languages | 27.58%±4.07 | 52.92%±4.35 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 10.61%±1.75 | 37.88%±0.00 |
| Vibe Code Bench v1.1Building web apps from scratch | 82.86%±2.90 | 80.50%±3.72 |
Benchmarks
Vals Index *
Muse Spark 1.3
0.00%± 1.07
(43/43)GPT-5.6 Sol
0.00%± 1.02
(43/43)Legal Research Bench *
Muse Spark 1.3
0.00%± 3.42
(73/73)GPT-5.6 Sol
0.00%± 3.47
(73/73)Finance Agent (v2) *
Muse Spark 1.3
0.00%± 0.44
(74/74)GPT-5.6 Sol
0.00%± 0.85
(74/74)Tax Agent Bench *
Muse Spark 1.3
0.00%± 2.92
(65/65)GPT-5.6 Sol
0.00%± 3.12
(65/65)MedCode *
Muse Spark 1.3
N/AGPT-5.6 Sol
0.00%± 2.26
(104/104)Terminal-Bench Science
Muse Spark 1.3
0.00%± 2.44
(38/38)GPT-5.6 Sol
0.00%± 4.82
(38/38)Code Migration *
Muse Spark 1.3
0.00%± 4.07
(73/73)GPT-5.6 Sol
0.00%± 4.35
(73/73)Terminal-Bench 4.0
Muse Spark 1.3
0.00%± 1.75
(43/43)GPT-5.6 Sol
0.00%± 0.00
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.3
0.00%± 2.90
(108/108)GPT-5.6 Sol
0.00%± 3.72
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
Comparison by Industry
Model performance on different sections of the economy.
Legal
31.89%
vs.45.85%
Finance
64.52%
vs.67.22%
Healthcare
N/A
vs.64.60%
Math
55.00%
vs.83.00%
Science
4.29%
vs.41.48%
Academic
N/A
vs.91.05%
Education
N/A
vs.52.56%
Coding
33.10%
vs.57.43%
Cyber
69.41%
vs.53.42%
Social Mobility
N/A
vs.66.51%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.376
$14.24
Cost / TestVals Index
$3.376
vs.$14.24
Input Cost/ 1M Tokens
$1.25
vs.$4.00
Input Cache Write/ 1M Tokens
N/A
vs.$5.00
Input Cache Read/ 1M Tokens
$0.15
vs.$0.40
Output Cost/ 1M Tokens
$4.25
vs.$20.00
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 1962.38s | 2242.72s |
| Cost (In/Out) | $1.25 / $4.25 | $4 / $20 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |