Compare Models
Select models (max 5)
Claude Fable 5Muse Spark 1.3
| Vals IndexGDP-weighted benchmark | 61.39%±1.00 | 53.20%±1.07 |
| Legal Research BenchAgentic US legal research | 49.52%±3.48 | 40.87%±3.42 |
| Finance Agent (v2)Core financial analyst tasks | 56.31%±0.84 | 58.90%±0.44 |
| Tax Agent BenchAgentic US corporate tax research | 69.82%±3.12 | 71.93%±2.92 |
| MedCodeMedical billing code support | 56.07%±2.20 | N/A |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 15.71%±4.38 | 4.29%±2.44 |
| Code MigrationRewriting programs in new languages | 55.06%±4.61 | 27.58%±4.07 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 41.41%±1.34 | 10.61%±1.75 |
| Vibe Code Bench v1.1Building web apps from scratch | 90.35%±2.10 | 82.86%±2.90 |
Benchmarks
Vals Index *
Claude Fable 5
0.00%± 1.00
(43/43)Muse Spark 1.3
0.00%± 1.07
(43/43)Legal Research Bench *
Claude Fable 5
0.00%± 3.48
(73/73)Muse Spark 1.3
0.00%± 3.42
(73/73)Finance Agent (v2) *
Claude Fable 5
0.00%± 0.84
(74/74)Muse Spark 1.3
0.00%± 0.44
(74/74)Tax Agent Bench *
Claude Fable 5
0.00%± 3.12
(65/65)Muse Spark 1.3
0.00%± 2.92
(65/65)MedCode *
Claude Fable 5
0.00%± 2.20
(104/104)Muse Spark 1.3
N/ATerminal-Bench Science
Claude Fable 5
0.00%± 4.38
(38/38)Muse Spark 1.3
0.00%± 2.44
(38/38)Code Migration *
Claude Fable 5
0.00%± 4.61
(73/73)Muse Spark 1.3
0.00%± 4.07
(73/73)Terminal-Bench 4.0
Claude Fable 5
0.00%± 1.34
(43/43)Muse Spark 1.3
0.00%± 1.75
(43/43)Vibe Code Bench v1.1 *
Claude Fable 5
0.00%± 2.10
(108/108)Muse Spark 1.3
0.00%± 2.90
(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
49.78%
vs.31.89%
Finance
69.13%
vs.64.52%
Healthcare
72.30%
vs.N/A
Math
95.00%
vs.55.00%
Science
15.71%
vs.4.29%
Academic
91.33%
vs.N/A
Education
51.89%
vs.N/A
Coding
62.27%
vs.33.10%
Cyber
N/A
vs.69.41%
Social Mobility
70.43%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$29.59
$3.376
Cost / TestVals Index
$29.59
vs.$3.376
Input Cost/ 1M Tokens
$10.00
vs.$1.25
Input Cache Write/ 1M Tokens
$12.50
vs.N/A
Input Cache Read/ 1M Tokens
$1.00
vs.$0.15
Output Cost/ 1M Tokens
$50.00
vs.$4.25
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 2544.13s | 1962.38s |
| Cost (In/Out) | $10 / $50 | $1.25 / $4.25 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 131k |
| Input Modality |