Compare Models
Select models (max 5)
Muse Spark 1.2GPT-6 Luna
| Vals IndexGDP-weighted benchmark | 49.29%±1.10 | 51.22%±1.07 |
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 30.29%±3.19 |
| Finance Agent (v2)Core financial analyst tasks | 60.60%±0.28 | 49.87%±0.23 |
| Tax Agent BenchAgentic US corporate tax research | 56.86%±2.32 | 58.86%±3.21 |
| MedCodeMedical billing code support | 49.35%±2.19 | 44.69%±2.30 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | N/A | 4.29%±2.44 |
| Code MigrationRewriting programs in new languages | 29.95%±4.02 | 42.55%±4.42 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.06%±1.51 | 13.64%±1.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 79.10%±3.31 | 81.65%±3.38 |
Benchmarks
Vals Index *
Muse Spark 1.2
0.00%± 1.10
(43/43)GPT-6 Luna
0.00%± 1.07
(43/43)Legal Research Bench *
Muse Spark 1.2
0.00%± 3.45
(73/73)GPT-6 Luna
0.00%± 3.19
(73/73)Finance Agent (v2) *
Muse Spark 1.2
0.00%± 0.28
(74/74)GPT-6 Luna
0.00%± 0.23
(74/74)Tax Agent Bench *
Muse Spark 1.2
0.00%± 2.32
(65/65)GPT-6 Luna
0.00%± 3.21
(65/65)MedCode *
Muse Spark 1.2
0.00%± 2.19
(104/104)GPT-6 Luna
0.00%± 2.30
(104/104)Terminal-Bench Science
Muse Spark 1.2
N/AGPT-6 Luna
0.00%± 2.44
(38/38)Code Migration *
Muse Spark 1.2
0.00%± 4.02
(73/73)GPT-6 Luna
0.00%± 4.42
(73/73)Terminal-Bench 4.0
Muse Spark 1.2
0.00%± 1.51
(43/43)GPT-6 Luna
0.00%± 1.51
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.2
0.00%± 3.31
(108/108)GPT-6 Luna
0.00%± 3.38
(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
51.48%
vs.16.60%
Finance
64.05%
vs.59.08%
Healthcare
69.70%
vs.64.20%
Math
43.00%
vs.64.00%
Science
64.81%
vs.28.38%
Academic
87.20%
vs.N/A
Education
47.66%
vs.48.09%
Coding
39.58%
vs.38.78%
Cyber
69.52%
vs.76.25%
Social Mobility
68.47%
vs.57.65%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$1.942
$0.431
Cost / TestVals Index
$1.942
vs.$0.431
Input Cost/ 1M Tokens
$1.25
vs.$0.10
Input Cache Write/ 1M Tokens
N/A
vs.$0.125
Input Cache Read/ 1M Tokens
$0.15
vs.$0.01
Output Cost/ 1M Tokens
$4.25
vs.$0.50
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 1376.30s | 1833.68s |
| Cost (In/Out) | $1.25 / $4.25 | $0.1 / $0.5 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |