Compare Models
Select models (max 5)
Muse Spark OpenWonder Full
 |  | |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 46.61%±1.20 | 64.57%±1.07 |
| Legal Research BenchAgentic US legal research | 38.46%±3.38 | 53.37%±3.47 |
| Finance Agent (v2)Core financial analyst tasks | 61.34%±2.09 | 59.06%±0.21 |
| Tax Agent BenchAgentic US corporate tax research | 26.32%±2.65 | 43.00%±3.57 |
| MedCodeMedical billing code support | N/A | 49.93%±2.18 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 37.14%±5.82 |
| Code MigrationRewriting programs in new languages | 21.17%±3.47 | 61.03%±4.42 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.57%±0.51 | 58.08%±3.31 |
| Vibe Code Bench v1.1Building web apps from scratch | 76.19%±3.32 | 86.00%±1.93 |
Benchmarks
Vals Index *
Muse Spark Open
0.00%± 1.20
(49/49)Wonder Full
0.00%± 1.07
(49/49)Legal Research Bench *
Muse Spark Open
0.00%± 3.38
(79/79)Wonder Full
0.00%± 3.47
(79/79)Finance Agent (v2) *
Muse Spark Open
0.00%± 2.09
(79/79)Wonder Full
0.00%± 0.21
(79/79)Tax Agent Bench *
Muse Spark Open
0.00%± 2.65
(70/70)Wonder Full
0.00%± 3.57
(70/70)MedCode *
Muse Spark Open
N/AWonder Full
0.00%± 2.18
(107/107)Terminal-Bench-Science
Muse Spark Open
N/AWonder Full
0.00%± 5.82
(41/41)Code Migration *
Muse Spark Open
0.00%± 3.47
(78/78)Wonder Full
0.00%± 4.42
(78/78)Terminal-Bench 4.0
Muse Spark Open
0.00%± 0.51
(49/49)Wonder Full
0.00%± 3.31
(49/49)Vibe Code Bench v1.1 *
Muse Spark Open
0.00%± 3.32
(113/113)Wonder Full
0.00%± 1.93
(113/113)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-16
Comparison by Industry
Model performance on different sections of the economy.
Legal
27.56%
vs.54.15%
Finance
47.11%
vs.57.99%
Healthcare
N/A
vs.69.63%
Math
N/A
vs.94.00%
Science
N/A
vs.39.01%
Coding
34.64%
vs.52.39%
Cyber
N/A
vs.42.73%
Social Mobility
N/A
vs.73.75%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$4.077
$8.559
Cost / TestVals Index
$4.077
vs.$8.559
Input Cost/ 1M Tokens
$1.25
vs.$4.00
Input Cache Read/ 1M Tokens
$0.15
vs.$0.20
Output Cost/ 1M Tokens
$4.25
vs.$20.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Together | Meta |
| Latency | 4059.60s | 3395.76s |
| Cost (In/Out) | $1.25 / $4.25 | $4 / $20 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 131k |
| Input Modality |