Compare Models
Select models (max 5)
Gemini 3.7 FlashClaude Sonnet 5.5
| Vals IndexGDP-weighted benchmark | 59.31%±1.06 | 69.22%±0.96 |
| Legal Research BenchAgentic US legal research | 34.62%±3.31 | 48.08%±3.47 |
| Finance Agent (v2)Core financial analyst tasks | 59.04%±0.27 | 58.10%±0.67 |
| Tax Agent BenchAgentic US corporate tax research | 57.66%±3.31 | 73.39%±2.98 |
| MedCodeMedical billing code support | 53.39%±2.12 | 52.92%±2.12 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 5.71%±2.79 | 38.57%±5.86 |
| Code MigrationRewriting programs in new languages | 34.80%±4.22 | 69.83%±4.26 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 6.06%±0.88 | 53.03%±1.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 70.39%±4.84 | 92.39%±1.26 |
Benchmarks
Vals Index *
Gemini 3.7 Flash
0.00%± 1.06
(66/66)Claude Sonnet 5.5
0.00%± 0.96
(66/66)Legal Research Bench *
Gemini 3.7 Flash
0.00%± 3.31
(69/69)Claude Sonnet 5.5
0.00%± 3.47
(69/69)Finance Agent (v2) *
Gemini 3.7 Flash
0.00%± 0.27
(70/70)Claude Sonnet 5.5
0.00%± 0.67
(70/70)Tax Agent Bench *
Gemini 3.7 Flash
0.00%± 3.31
(61/61)Claude Sonnet 5.5
0.00%± 2.98
(61/61)MedCode *
Gemini 3.7 Flash
0.00%± 2.12
(102/102)Claude Sonnet 5.5
0.00%± 2.12
(102/102)Terminal-Bench Science
Gemini 3.7 Flash
0.00%± 2.79
(33/33)Claude Sonnet 5.5
0.00%± 5.86
(33/33)Code Migration *
Gemini 3.7 Flash
0.00%± 4.22
(69/69)Claude Sonnet 5.5
0.00%± 4.26
(69/69)Terminal-Bench 4.0
Gemini 3.7 Flash
0.00%± 0.88
(37/37)Claude Sonnet 5.5
0.00%± 1.51
(37/37)Vibe Code Bench v1.1 *
Gemini 3.7 Flash
0.00%± 4.84
(104/104)Claude Sonnet 5.5
0.00%± 1.26
(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
38.79%
vs.69.22%
Legal
43.54%
vs.25.50%
Finance
65.88%
vs.69.07%
Healthcare
68.67%
vs.72.01%
Math
58.00%
vs.100.00%
Science
5.71%
vs.56.26%
Academic
91.01%
vs.N/A
Education
49.23%
vs.51.77%
Coding
51.80%
vs.74.58%
Beta
24.16%
vs.44.87%
Social Mobility
N/A
vs.67.19%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$4.17
$20.80
Cost / TestVals Index
$4.17
vs.$20.80
Input Cost/ 1M Tokens
$1.50
vs.$2.00
Input Cache Write/ 1M Tokens
N/A
vs.$2.50
Input Cache Read/ 1M Tokens
$0.15
vs.$0.20
Output Cost/ 1M Tokens
$7.50
vs.$10.00
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 2592.93s | 4207.12s |
| Cost (In/Out) | $1.5 / $7.5 | $2 / $10 |
| Context Window | 1M | 1M |
| Max Output Token | 66k | 128k |
| Input Modality |