Compare Models
Select models (max 5)
Muse Spark 1.3 MaxGPT-6 Astra
| Vals IndexGDP-weighted benchmark | 58.16%±1.19 | 63.13%±1.19 |
| Legal Research BenchAgentic US legal research | 55.29%±3.46 | 39.42%±3.40 |
| Finance Agent (v2)Core financial analyst tasks | 59.96%±2.06 | 53.54%±2.08 |
| Tax Agent BenchAgentic US corporate tax research | 72.44%±2.88 | 63.34%±3.15 |
| MedCodeMedical billing code support | N/A | 48.49%±2.13 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 10.00%±3.61 | 62.86%±5.82 |
| Code MigrationRewriting programs in new languages | 47.41%±4.26 | 67.74%±4.22 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 24.75%±0.51 | 59.60%±4.40 |
| Vibe Code Bench v1.1Building web apps from scratch | 85.86%±2.51 | 89.59%±2.17 |
Benchmarks
Vals Index *
Muse Spark 1.3 Max
0.00%± 1.19
(43/43)GPT-6 Astra
0.00%± 1.19
(43/43)Legal Research Bench *
Muse Spark 1.3 Max
0.00%± 3.46
(73/73)GPT-6 Astra
0.00%± 3.40
(73/73)Finance Agent (v2) *
Muse Spark 1.3 Max
0.00%± 2.06
(74/74)GPT-6 Astra
0.00%± 2.08
(74/74)Tax Agent Bench *
Muse Spark 1.3 Max
0.00%± 2.88
(65/65)GPT-6 Astra
0.00%± 3.15
(65/65)MedCode *
Muse Spark 1.3 Max
N/AGPT-6 Astra
0.00%± 2.13
(104/104)Terminal-Bench Science
Muse Spark 1.3 Max
0.00%± 3.61
(38/38)GPT-6 Astra
0.00%± 5.82
(38/38)Code Migration *
Muse Spark 1.3 Max
0.00%± 4.26
(73/73)GPT-6 Astra
0.00%± 4.22
(73/73)Terminal-Bench 4.0
Muse Spark 1.3 Max
0.00%± 0.51
(43/43)GPT-6 Astra
0.00%± 4.40
(43/43)Vibe Code Bench v1.1 *
Muse Spark 1.3 Max
0.00%± 2.51
(108/108)GPT-6 Astra
0.00%± 2.17
(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
39.52%
vs.22.42%
Finance
66.61%
vs.62.86%
Healthcare
N/A
vs.68.20%
Math
58.00%
vs.99.00%
Science
23.02%
vs.65.09%
Education
N/A
vs.46.37%
Coding
39.59%
vs.58.35%
Cyber
72.74%
vs.48.97%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.787
$18.46
Cost / TestVals Index
$3.787
vs.$18.46
Input Cost/ 1M Tokens
$1.25
vs.$10.00
Input Cache Write/ 1M Tokens
N/A
vs.$12.50
Input Cache Read/ 1M Tokens
$0.15
vs.$1.00
Output Cost/ 1M Tokens
$4.25
vs.$50.00
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 1413.29s | 1667.74s |
| Cost (In/Out) | $1.25 / $4.25 | $10 / $50 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 128k |
| Input Modality |