Compare Models
Select models (max 5)
Claude Opus 4.8Gemini 3.8 Flash
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 55.10%±1.01 | 54.83%±1.03 |
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 38.94%±3.39 |
| Finance Agent (v2)Core financial analyst tasks | 53.92%±0.16 | 61.44%±0.13 |
| Tax Agent BenchAgentic US corporate tax research | 64.91%±3.17 | 66.77%±3.15 |
| MedCodeMedical billing code support | 53.22%±2.17 | 48.13%±2.18 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 4.29%±2.44 | 8.57%±3.37 |
| Code MigrationRewriting programs in new languages | 47.25%±4.18 | 36.55%±4.18 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 23.23%±1.34 | 19.19%±2.52 |
| Vibe Code Bench v1.1Building web apps from scratch | 82.72%±3.08 | 78.65%±3.88 |
Benchmarks
Vals Index *
Claude Opus 4.8
0.00%± 1.01
(43/43)Gemini 3.8 Flash
0.00%± 1.03
(43/43)Legal Research Bench *
Claude Opus 4.8
0.00%± 3.45
(73/73)Gemini 3.8 Flash
0.00%± 3.39
(73/73)Finance Agent (v2) *
Claude Opus 4.8
0.00%± 0.16
(74/74)Gemini 3.8 Flash
0.00%± 0.13
(74/74)Tax Agent Bench *
Claude Opus 4.8
0.00%± 3.17
(65/65)Gemini 3.8 Flash
0.00%± 3.15
(65/65)MedCode *
Claude Opus 4.8
0.00%± 2.17
(104/104)Gemini 3.8 Flash
0.00%± 2.18
(104/104)Terminal-Bench Science
Claude Opus 4.8
0.00%± 2.44
(38/38)Gemini 3.8 Flash
0.00%± 3.37
(38/38)Code Migration *
Claude Opus 4.8
0.00%± 4.18
(73/73)Gemini 3.8 Flash
0.00%± 4.18
(73/73)Terminal-Bench 4.0
Claude Opus 4.8
0.00%± 1.34
(43/43)Gemini 3.8 Flash
0.00%± 2.52
(43/43)Vibe Code Bench v1.1 *
Claude Opus 4.8
0.00%± 3.08
(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
45.63%
vs.45.31%
Finance
66.75%
vs.68.04%
Healthcare
69.49%
vs.66.32%
Math
N/A
vs.48.00%
Science
4.29%
vs.35.76%
Academic
89.53%
vs.91.25%
Education
54.79%
vs.35.06%
Coding
55.69%
vs.48.73%
Cyber
N/A
vs.43.75%
Social Mobility
68.13%
vs.65.29%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$13.14
$5.729
Cost / TestVals Index
$13.14
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 | 2388.43s | 3117.16s |
| Cost (In/Out) | $5 / $25 | $1.5 / $7.5 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 66k |
| Input Modality |