Compare Models
Select models (max 5)
Claude Opus 4.8Grok 4.7
| Vals IndexGDP-weighted benchmark | 55.10%±1.01 | 54.95%±1.07 |
| Legal Research BenchAgentic US legal research | 43.75%±3.45 | 47.12%±3.47 |
| Finance Agent (v2)Core financial analyst tasks | 53.92%±0.16 | 52.25%±0.35 |
| Tax Agent BenchAgentic US corporate tax research | 64.91%±3.17 | 65.60%±3.24 |
| MedCodeMedical billing code support | 53.22%±2.17 | 49.55%±2.17 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 4.29%±2.44 | 10.00%±3.61 |
| Code MigrationRewriting programs in new languages | 47.25%±4.18 | 44.82%±4.21 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 23.23%±1.34 | 28.79%±2.31 |
| Vibe Code Bench v1.1Building web apps from scratch | 82.72%±3.08 | 86.17%±2.18 |
Benchmarks
Vals Index *
Claude Opus 4.8
0.00%± 1.01
(43/43)Grok 4.7
0.00%± 1.07
(43/43)Legal Research Bench *
Claude Opus 4.8
0.00%± 3.45
(73/73)Grok 4.7
0.00%± 3.47
(73/73)Finance Agent (v2) *
Claude Opus 4.8
0.00%± 0.16
(74/74)Grok 4.7
0.00%± 0.35
(74/74)Tax Agent Bench *
Claude Opus 4.8
0.00%± 3.17
(65/65)Grok 4.7
0.00%± 3.24
(65/65)MedCode *
Claude Opus 4.8
0.00%± 2.17
(104/104)Grok 4.7
0.00%± 2.17
(104/104)Terminal-Bench Science
Claude Opus 4.8
0.00%± 2.44
(38/38)Grok 4.7
0.00%± 3.61
(38/38)Code Migration *
Claude Opus 4.8
0.00%± 4.18
(73/73)Grok 4.7
0.00%± 4.21
(73/73)Terminal-Bench 4.0
Claude Opus 4.8
0.00%± 1.34
(43/43)Grok 4.7
0.00%± 2.31
(43/43)Vibe Code Bench v1.1 *
Claude Opus 4.8
0.00%± 3.08
(108/108)Grok 4.7
0.00%± 2.18
(108/108)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
45.63%
vs.48.00%
Finance
66.75%
vs.61.61%
Healthcare
69.49%
vs.69.47%
Math
N/A
vs.26.00%
Science
4.29%
vs.34.83%
Academic
89.53%
vs.N/A
Education
54.79%
vs.40.79%
Coding
55.69%
vs.43.60%
Cyber
N/A
vs.69.46%
Social Mobility
68.13%
vs.65.63%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$13.14
$12.12
Cost / TestVals Index
$13.14
vs.$12.12
Input Cost/ 1M Tokens
$5.00
vs.$2.00
Input Cache Write/ 1M Tokens
$6.25
vs.N/A
Input Cache Read/ 1M Tokens
$0.50
vs.$0.50
Output Cost/ 1M Tokens
$25.00
vs.$6.00
Model Metadata
Basic information about each model.
| Model provider | ||
| Latency | 2388.43s | 2131.40s |
| Cost (In/Out) | $5 / $25 | $2 / $6 |
| Context Window | 1M | 500k |
| Max Output Token | 128k | 500k |
| Input Modality |