Compare Models
Select models (max 5)
Muse Spark 1.3DeepSeek V4.1 Flash 1017
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 53.20%±1.07 | 56.58%±1.27 |
| Legal Research BenchAgentic US legal research | 40.87%±3.42 | 45.19%±3.46 |
| Finance Agent (v2)Core financial analyst tasks | 58.90%±0.44 | 56.96%±2.05 |
| Tax Agent BenchAgentic US corporate tax research | 35.97%±3.42 | 44.35%±3.57 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 4.29%±2.44 | N/A |
| Code MigrationRewriting programs in new languages | 27.58%±4.07 | 44.21%±4.46 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 10.61%±1.75 | 31.82%±2.62 |
| Vibe Code Bench v1.1Building web apps from scratch | 82.86%±2.90 | 87.73%±2.75 |
Benchmarks
Vals Index *
Muse Spark 1.3
0.00%± 1.07
(50/50)DeepSeek V4.1 Flash 1017
0.00%± 1.27
(50/50)Legal Research Bench *
Muse Spark 1.3
0.00%± 3.42
(80/80)DeepSeek V4.1 Flash 1017
0.00%± 3.46
(80/80)Finance Agent (v2) *
Muse Spark 1.3
0.00%± 0.44
(80/80)DeepSeek V4.1 Flash 1017
0.00%± 2.05
(80/80)Tax Agent Bench *
Muse Spark 1.3
0.00%± 3.42
(71/71)DeepSeek V4.1 Flash 1017
0.00%± 3.57
(71/71)Terminal-Bench-Science
Muse Spark 1.3
0.00%± 2.44
(41/41)DeepSeek V4.1 Flash 1017
N/ACode Migration *
Muse Spark 1.3
0.00%± 4.07
(79/79)DeepSeek V4.1 Flash 1017
0.00%± 4.46
(79/79)Terminal-Bench 4.0
Muse Spark 1.3
0.00%± 1.75
(50/50)DeepSeek V4.1 Flash 1017
0.00%± 2.62
(50/50)Vibe Code Bench v1.1 *
Muse Spark 1.3
0.00%± 2.90
(114/114)DeepSeek V4.1 Flash 1017
0.00%± 2.75
(114/114)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-18
Comparison by Industry
Model performance on different sections of the economy.
Legal
31.89%
vs.27.18%
Finance
52.53%
vs.54.37%
Math
55.00%
vs.N/A
Science
4.29%
vs.N/A
Coding
33.10%
vs.54.59%
Cyber
69.41%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$3.376
$0.637
Cost / TestVals Index
$3.376
vs.$0.637
Input Cost/ 1M Tokens
$1.25
vs.$0.30
Input Cache Read/ 1M Tokens
$0.15
vs.$0.006
Output Cost/ 1M Tokens
$4.25
vs.$1.20
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Meta | DeepSeek |
| Latency | 1965.59s | 2193.12s |
| Cost (In/Out) | $1.25 / $4.25 | $0.3 / $1.2 |
| Context Window | 1M | 1M |
| Max Output Token | 131k | 384k |
| Input Modality |