Compare Models
Select models (max 5)
Claude Opus 5Gemini 3.8 Flash
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 63.67%±0.96 | 54.83%±1.03 |
| Legal Research BenchAgentic US legal research | 55.29%±3.46 | 38.94%±3.39 |
| Finance Agent (v2)Core financial analyst tasks | 58.63%±0.08 | 61.44%±0.13 |
| Tax Agent BenchAgentic US corporate tax research | 75.06%±2.96 | 66.77%±3.15 |
| MedCodeMedical billing code support | 63.57%±1.99 | 48.13%±2.18 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 27.14%±5.35 | 8.57%±3.37 |
| Code MigrationRewriting programs in new languages | 57.47%±4.37 | 36.55%±4.18 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 53.53%±1.34 | 19.19%±2.52 |
| Vibe Code Bench v1.1Building web apps from scratch | 88.40%±3.00 | 78.65%±3.88 |
Benchmarks
Vals Index *
Claude Opus 5
0.00%± 0.96
(43/43)Gemini 3.8 Flash
0.00%± 1.03
(43/43)Legal Research Bench *
Claude Opus 5
0.00%± 3.46
(73/73)Gemini 3.8 Flash
0.00%± 3.39
(73/73)Finance Agent (v2) *
Claude Opus 5
0.00%± 0.08
(74/74)Gemini 3.8 Flash
0.00%± 0.13
(74/74)Tax Agent Bench *
Claude Opus 5
0.00%± 2.96
(65/65)Gemini 3.8 Flash
0.00%± 3.15
(65/65)MedCode *
Claude Opus 5
0.00%± 1.99
(104/104)Gemini 3.8 Flash
0.00%± 2.18
(104/104)Terminal-Bench Science
Claude Opus 5
0.00%± 5.35
(38/38)Gemini 3.8 Flash
0.00%± 3.37
(38/38)Code Migration *
Claude Opus 5
0.00%± 4.37
(73/73)Gemini 3.8 Flash
0.00%± 4.18
(73/73)Terminal-Bench 4.0
Claude Opus 5
0.00%± 1.34
(43/43)Gemini 3.8 Flash
0.00%± 2.52
(43/43)Vibe Code Bench v1.1 *
Claude Opus 5
0.00%± 3.00
(108/108)Gemini 3.8 Flash
0.00%± 3.88
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
49.64%
vs.45.31%
Finance
70.89%
vs.68.04%
Healthcare
77.28%
vs.66.32%
Math
99.00%
vs.48.00%
Science
47.93%
vs.35.76%
Academic
91.64%
vs.91.25%
Education
49.43%
vs.35.06%
Coding
62.42%
vs.48.73%
Cyber
38.79%
vs.43.75%
Social Mobility
76.93%
vs.65.29%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$19.31
$5.729
Cost / TestVals Index
$19.31
vs.$5.729
Input Cost/ 1M Tokens
$5.00
vs.$1.50
Input Cache Write/ 1M Tokens
$6.25
vs.N/A
Input Cache Read/ 1M Tokens
$0.50
vs.$0.15
Output Cost/ 1M Tokens
$25.00
vs.$7.50
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Anthropic | Google |
| Latency | 3461.38s | 3117.16s |
| Cost (In/Out) | $5 / $25 | $1.5 / $7.5 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 66k |
| Input Modality |