Compare Models
Select models (max 5)
Claude Opus 4.7Muse Spark 1.2
| Vals IndexGDP-weighted benchmark | N/A | 49.29%±1.10 |
| Legal Research BenchAgentic US legal research | 38.46%±3.38 | 43.75%±3.45 |
| Finance Agent (v2)Core financial analyst tasks | 51.51%±0.49 | 60.60%±0.28 |
| Tax Agent BenchAgentic US corporate tax research | 63.86%±3.14 | 56.86%±2.32 |
| MedCodeMedical billing code support | 54.86%±2.21 | 49.35%±2.19 |
| Code MigrationRewriting programs in new languages | 43.88%±4.22 | 29.95%±4.02 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | N/A | 6.06%±1.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 71.00%±4.51 | 79.10%±3.31 |
Benchmarks
Vals Index *
Claude Opus 4.7
N/AMuse Spark 1.2
0.00%± 1.10
(43/43)Legal Research Bench *
Claude Opus 4.7
0.00%± 3.38
(73/73)Muse Spark 1.2
0.00%± 3.45
(73/73)Finance Agent (v2) *
Claude Opus 4.7
0.00%± 0.49
(74/74)Muse Spark 1.2
0.00%± 0.28
(74/74)Tax Agent Bench *
Claude Opus 4.7
0.00%± 3.14
(65/65)Muse Spark 1.2
0.00%± 2.32
(65/65)MedCode *
Claude Opus 4.7
0.00%± 2.21
(104/104)Muse Spark 1.2
0.00%± 2.19
(104/104)Code Migration *
Claude Opus 4.7
0.00%± 4.22
(73/73)Muse Spark 1.2
0.00%± 4.02
(73/73)Terminal-Bench 4.0
Claude Opus 4.7
N/AMuse Spark 1.2
0.00%± 1.51
(43/43)Vibe Code Bench v1.1 *
Claude Opus 4.7
0.00%± 4.51
(108/108)Muse Spark 1.2
0.00%± 3.31
(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
43.46%
vs.51.48%
Finance
64.93%
vs.64.05%
Healthcare
68.91%
vs.69.70%
Math
N/A
vs.43.00%
Science
N/A
vs.64.81%
Academic
88.52%
vs.87.20%
Education
56.10%
vs.47.66%
Coding
56.39%
vs.39.58%
Cyber
N/A
vs.69.52%
Social Mobility
N/A
vs.68.47%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$1.942
Cost / TestVals Index
N/A
vs.$1.942
Input Cost/ 1M Tokens
$5.00
vs.$1.25
Input Cache Write/ 1M Tokens
$6.25
vs.N/A
Input Cache Read/ 1M Tokens
$0.50
vs.$0.15
Output Cost/ 1M Tokens
$25.00
vs.$4.25
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | N/A | 1376.30s |
| Cost (In/Out) | $5 / $25 | $1.25 / $4.25 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 131k |
| Input Modality |