Compare Models
Select models (max 7)
Claude Fable 5.1Wonder Full
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 66.79%±1.07 |
| Legal Research BenchAgentic US legal research | 55.29%±3.46 | 53.37%±3.47 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 67.58%±1.98 |
| Tax Agent BenchAgentic US corporate tax research | 49.19%±3.61 | 43.00%±3.57 |
| MedCodeMedical billing code support | 53.51%±2.17 | 49.93%±2.18 |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 40.00%±5.90 | 37.14%±5.82 |
| Code Migration v1.1Rewriting programs in new languages | N/A | 62.79%±3.17 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 58.08%±3.31 | 58.08%±3.31 |
| Vibe Code Bench v1.1Building web apps from scratch | 90.26%±1.57 | 86.00%±1.93 |
Benchmarks
Vals Index *
Claude Fable 5.1
N/AWonder Full
0.00%± 1.07
(26/26)Legal Research Bench *
Claude Fable 5.1
0.00%± 3.46
(84/84)Wonder Full
0.00%± 3.47
(84/84)Finance Agent v2.1 *
Claude Fable 5.1
N/AWonder Full
0.00%± 1.98
(30/30)Tax Agent Bench *
Claude Fable 5.1
0.00%± 3.61
(75/75)Wonder Full
0.00%± 3.57
(75/75)MedCode *
Claude Fable 5.1
0.00%± 2.17
(107/107)Wonder Full
0.00%± 2.18
(107/107)Terminal-Bench-Science
Claude Fable 5.1
0.00%± 5.90
(42/42)Wonder Full
0.00%± 5.82
(42/42)Code Migration v1.1 *
Claude Fable 5.1
N/AWonder Full
0.00%± 3.17
(28/28)Terminal-Bench 4.0
Claude Fable 5.1
0.00%± 3.31
(54/54)Wonder Full
0.00%± 3.31
(54/54)Vibe Code Bench v1.1 *
Claude Fable 5.1
0.00%± 1.57
(118/118)Wonder Full
0.00%± 1.93
(118/118)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-22
Comparison by Industry
Model performance on different sections of the economy.
Legal
71.90%
vs.54.71%
Finance
68.17%
vs.61.86%
Healthcare
72.40%
vs.69.63%
Math
100.00%
vs.94.00%
Science
31.19%
vs.39.01%
Academic
92.15%
vs.N/A
Education
48.53%
vs.N/A
Coding
60.93%
vs.52.64%
Cyber
46.66%
vs.42.73%
Social Mobility
74.90%
vs.73.75%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$6.81
Cost / TestVals Index
N/A
vs.$6.81
Input Cost/ 1M Tokens
$10.00
vs.$4.00
Input Cache Write/ 1M Tokens
$12.50
vs.N/A
Input Cache Read/ 1M Tokens
$0.25
vs.$0.20
Output Cost/ 1M Tokens
$50.00
vs.$20.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Anthropic | Meta |
| Latency | N/A | 3558.57s |
| Cost (In/Out) | $10 / $50 | $4 / $20 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 131k |
| Input Modality |