Compare Models
Select models (max 5)
Claude Sonnet 5.5Claude Haiku 5.5
| Vals IndexGDP-weighted benchmark | 67.04%±0.92 | 54.31%±1.41 |
| Legal Research BenchAgentic US legal research | 48.08%±3.47 | 43.27%±3.44 |
| Finance Agent (v2)Core financial analyst tasks | 58.10%±0.67 | 54.14%±2.13 |
| Tax Agent BenchAgentic US corporate tax research | 41.96%±3.56 | 31.92%±3.35 |
| MedCodeMedical billing code support | 52.92%±2.12 | 51.54%±2.17 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 45.71%±6.00 | 10.00%±3.61 |
| Code MigrationRewriting programs in new languages | 69.83%±4.26 | 44.57%±4.23 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 64.14%±1.01 | 35.35%±2.20 |
| Vibe Code Bench v1.1Building web apps from scratch | 92.39%±1.26 | 90.44%±1.73 |
Benchmarks
Vals Index *
Claude Sonnet 5.5
0.00%± 0.92
(45/45)Claude Haiku 5.5
0.00%± 1.41
(45/45)Legal Research Bench *
Claude Sonnet 5.5
0.00%± 3.47
(75/75)Claude Haiku 5.5
0.00%± 3.44
(75/75)Finance Agent (v2) *
Claude Sonnet 5.5
0.00%± 0.67
(76/76)Claude Haiku 5.5
0.00%± 2.13
(76/76)Tax Agent Bench *
Claude Sonnet 5.5
0.00%± 3.56
(67/67)Claude Haiku 5.5
0.00%± 3.35
(67/67)MedCode *
Claude Sonnet 5.5
0.00%± 2.12
(106/106)Claude Haiku 5.5
0.00%± 2.17
(106/106)Terminal-Bench Science
Claude Sonnet 5.5
0.00%± 6.00
(39/39)Claude Haiku 5.5
0.00%± 3.61
(39/39)Code Migration *
Claude Sonnet 5.5
0.00%± 4.26
(75/75)Claude Haiku 5.5
0.00%± 4.23
(75/75)Terminal-Bench 4.0
Claude Sonnet 5.5
0.00%± 1.01
(45/45)Claude Haiku 5.5
0.00%± 2.20
(45/45)Vibe Code Bench v1.1 *
Claude Sonnet 5.5
0.00%± 1.26
(110/110)Claude Haiku 5.5
0.00%± 1.73
(110/110)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.
Legal
25.50%
vs.22.26%
Finance
58.59%
vs.48.36%
Healthcare
72.01%
vs.70.54%
Math
100.00%
vs.86.00%
Science
58.64%
vs.38.50%
Education
51.77%
vs.45.78%
Coding
63.18%
vs.40.09%
Cyber
44.87%
vs.40.60%
Social Mobility
67.19%
vs.63.19%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$21.34
$2.991
Cost / TestVals Index
$21.34
vs.$2.991
Input Cost/ 1M Tokens
$2.00
vs.$0.10
Input Cache Write/ 1M Tokens
$2.50
vs.$0.125
Input Cache Read/ 1M Tokens
$0.20
vs.$0.01
Output Cost/ 1M Tokens
$10.00
vs.$0.50
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 4684.30s | 2836.53s |
| Cost (In/Out) | $2 / $10 | $0.1 / $0.5 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 128k |
| Input Modality |