Compare Models
Select models (max 5)
Muse Spark 1.3GPT-6 Sol
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 53.20%±1.07 | 57.54%±1.01 |
| Legal Research BenchAgentic US legal research | 40.87%±3.42 | 28.85%±3.15 |
| Finance Agent (v2)Core financial analyst tasks | 58.90%±0.44 | 49.05%±0.58 |
| Tax Agent BenchAgentic US corporate tax research | 71.93%±2.92 | 53.05%±3.29 |
| MedCodeMedical billing code support | N/A | 47.07%±2.12 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 4.29%±2.44 | 30.00%±5.52 |
| Code MigrationRewriting programs in new languages | 27.58%±4.07 | 57.20%±4.21 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 10.61%±1.75 | 44.44%±3.54 |
| Vibe Code Bench v1.1Building web apps from scratch | 82.86%±2.90 | 87.82%±2.53 |
Benchmarks
Vals Index *
Muse Spark 1.3
0.00%± 1.07
(43/43)GPT-6 Sol
0.00%± 1.01
(43/43)Legal Research Bench *
Muse Spark 1.3
0.00%± 3.42
(73/73)GPT-6 Sol
0.00%± 3.15
(73/73)Finance Agent (v2) *
Muse Spark 1.3
0.00%± 0.44
(74/74)GPT-6 Sol
0.00%± 0.58
(74/74)Tax Agent Bench *
Muse Spark 1.3
0.00%± 2.92
(65/65)GPT-6 Sol
0.00%± 3.29
(65/65)MedCode *
Muse Spark 1.3
N/AGPT-6 Sol
0.00%± 2.12
(104/104)Terminal-Bench Science
Muse Spark 1.3
0.00%± 2.44
(38/38)GPT-6 Sol
0.00%± 5.52
(38/38)Code Migration *
Muse Spark 1.3
0.00%± 4.07
(73/73)GPT-6 Sol
0.00%± 4.21
(73/73)Terminal-Bench 4.0
Muse Spark 1.3
0.00%± 1.75
(43/43)GPT-6 Sol
0.00%± 3.54
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.3
0.00%± 2.90
(108/108)GPT-6 Sol
0.00%± 2.53
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
31.89%
vs.15.26%
Finance
64.52%
vs.57.88%
Healthcare
N/A
vs.64.55%
Math
55.00%
vs.83.00%
Science
4.29%
vs.45.00%
Education
N/A
vs.44.79%
Coding
33.10%
vs.54.81%
Cyber
69.41%
vs.77.98%
Social Mobility
N/A
vs.56.63%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.376
$7.581
Cost / TestVals Index
$3.376
vs.$7.581
Input Cost/ 1M Tokens
$1.25
vs.$2.00
Input Cache Write/ 1M Tokens
N/A
vs.$2.50
Input Cache Read/ 1M Tokens
$0.15
vs.$0.20
Output Cost/ 1M Tokens
$4.25
vs.$10.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Meta | OpenAI |
| Latency | 1962.38s | 1750.68s |
| Cost (In/Out) | $1.25 / $4.25 | $2 / $10 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |