Compare Models
Select models (max 5)
Gemini 3.8 FlashMuse Spark Open
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 54.89%±1.02 | 46.61%±1.20 |
| Legal Research BenchAgentic US legal research | 38.94%±3.39 | 38.46%±3.38 |
| Finance Agent (v2)Core financial analyst tasks | 61.44%±0.13 | 61.34%±2.09 |
| Tax Agent BenchAgentic US corporate tax research | 32.12%±3.37 | 26.32%±2.65 |
| MedCodeMedical billing code support | 48.13%±2.18 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 8.57%±3.37 | N/A |
| Code MigrationRewriting programs in new languages | 36.55%±4.18 | 21.17%±3.47 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 19.70%±2.31 | 6.57%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 78.65%±3.88 | 76.19%±3.32 |
Benchmarks
Vals Index *
Gemini 3.8 Flash
0.00%± 1.02
(49/49)Muse Spark Open
0.00%± 1.20
(49/49)Legal Research Bench *
Gemini 3.8 Flash
0.00%± 3.39
(79/79)Muse Spark Open
0.00%± 3.38
(79/79)Finance Agent (v2) *
Gemini 3.8 Flash
0.00%± 0.13
(79/79)Muse Spark Open
0.00%± 2.09
(79/79)Tax Agent Bench *
Gemini 3.8 Flash
0.00%± 3.37
(70/70)Muse Spark Open
0.00%± 2.65
(70/70)MedCode *
Gemini 3.8 Flash
0.00%± 2.18
(107/107)Muse Spark Open
N/ATerminal-Bench-Science
Gemini 3.8 Flash
0.00%± 3.37
(41/41)Muse Spark Open
N/ACode Migration *
Gemini 3.8 Flash
0.00%± 4.18
(78/78)Muse Spark Open
0.00%± 3.47
(78/78)Terminal-Bench 4.0
Gemini 3.8 Flash
0.00%± 2.31
(49/49)Muse Spark Open
0.00%± 0.51
(49/49)Vibe Code Bench v1.1 *
Gemini 3.8 Flash
0.00%± 3.88
(113/113)Muse Spark Open
0.00%± 3.32
(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
45.31%
vs.27.56%
Finance
61.11%
vs.47.11%
Healthcare
66.32%
vs.N/A
Math
48.00%
vs.N/A
Science
35.76%
vs.N/A
Academic
91.25%
vs.N/A
Education
35.06%
vs.N/A
Coding
47.99%
vs.34.64%
Cyber
27.41%
vs.N/A
Social Mobility
65.29%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$5.713
$4.077
Cost / TestVals Index
$5.713
vs.$4.077
Input Cost/ 1M Tokens
$1.50
vs.$1.25
Input Cache Read/ 1M Tokens
$0.15
vs.$0.15
Output Cost/ 1M Tokens
$7.50
vs.$4.25
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Google | Together |
| Latency | 3112.49s | 4059.60s |
| Cost (In/Out) | $1.5 / $7.5 | $1.25 / $4.25 |
| Context Window | 1M | 1M |
| Max Output Token | 66k | 131k |
| Input Modality |