Compare Models
Select models (max 5)
Claude Sonnet 5Gemini 3.7 Flash
| Vals IndexGDP-weighted benchmark | 59.61%±1.15 | 59.31%±1.06 |
| Legal Research BenchAgentic US legal research | 41.83%±3.43 | 34.62%±3.31 |
| Finance Agent (v2)Core financial analyst tasks | 53.91%±0.52 | 59.04%±0.27 |
| Tax Agent BenchAgentic US corporate tax research | 62.27%±3.19 | 57.66%±3.31 |
| MedCodeMedical billing code support | 47.54%±2.27 | 53.39%±2.12 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 2.86%±2.01 | 5.71%±2.79 |
| Code MigrationRewriting programs in new languages | 44.39%±4.25 | 34.80%±4.22 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 8.08%±1.82 | 6.06%±0.88 |
| Vibe Code Bench v1.1Building web apps from scratch | 81.33%±3.05 | 70.39%±4.84 |
Benchmarks
Vals Index *
Claude Sonnet 5
0.00%± 1.15
(66/66)Gemini 3.7 Flash
0.00%± 1.06
(66/66)Legal Research Bench *
Claude Sonnet 5
0.00%± 3.43
(69/69)Gemini 3.7 Flash
0.00%± 3.31
(69/69)Finance Agent (v2) *
Claude Sonnet 5
0.00%± 0.52
(70/70)Gemini 3.7 Flash
0.00%± 0.27
(70/70)Tax Agent Bench *
Claude Sonnet 5
0.00%± 3.19
(61/61)Gemini 3.7 Flash
0.00%± 3.31
(61/61)MedCode *
Claude Sonnet 5
0.00%± 2.27
(102/102)Gemini 3.7 Flash
0.00%± 2.12
(102/102)Terminal-Bench Science
Claude Sonnet 5
0.00%± 2.01
(33/33)Gemini 3.7 Flash
0.00%± 2.79
(33/33)Code Migration *
Claude Sonnet 5
0.00%± 4.25
(69/69)Gemini 3.7 Flash
0.00%± 4.22
(69/69)Terminal-Bench 4.0
Claude Sonnet 5
0.00%± 1.82
(37/37)Gemini 3.7 Flash
0.00%± 0.88
(37/37)Vibe Code Bench v1.1 *
Claude Sonnet 5
0.00%± 3.05
(104/104)Gemini 3.7 Flash
0.00%± 4.84
(104/104)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.
Vals Index
59.61%
vs.38.79%
Legal
43.58%
vs.43.54%
Finance
65.63%
vs.65.88%
Healthcare
61.80%
vs.68.67%
Math
77.00%
vs.58.00%
Science
2.86%
vs.5.71%
Academic
86.48%
vs.91.01%
Education
48.92%
vs.49.23%
Coding
44.57%
vs.51.80%
Beta
61.91%
vs.24.16%
Social Mobility
66.03%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$11.74
$4.17
Cost / TestVals Index
$11.74
vs.$4.17
Input Cost/ 1M Tokens
$2.00
vs.$1.50
Input Cache Write/ 1M Tokens
$2.50
vs.N/A
Input Cache Read/ 1M Tokens
$0.20
vs.$0.15
Output Cost/ 1M Tokens
$10.00
vs.$7.50
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 2745.88s | 2592.93s |
| Cost (In/Out) | $2 / $10 | $1.5 / $7.5 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 66k |
| Input Modality |