Compare Models
Select models (max 7)
GPT-6 LunaInkling 2 Small
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 52.32%±1.12 | 56.08%±1.18 |
| Legal Research BenchAgentic US legal research | 30.29%±3.19 | 46.63%±3.47 |
| Finance Agent v2.1Core financial analyst tasks | 56.84%±2.12 | 67.54%±2.02 |
| Tax Agent BenchAgentic US corporate tax research | 19.95%±2.87 | 38.91%±3.27 |
| MedCodeMedical billing code support | 44.69%±2.30 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | 4.29%±2.44 | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | 46.67%±3.61 | N/A |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 13.64%±1.51 | 12.63%±3.07 |
| Vibe Code Bench v1.1Building web apps from scratch | 81.65%±3.38 | 81.55%±3.45 |
Benchmarks
Vals Index *
GPT-6 Luna
0.00%± 1.12
(34/34)Inkling 2 Small
0.00%± 1.18
(34/34)Legal Research Bench *
GPT-6 Luna
0.00%± 3.19
(91/91)Inkling 2 Small
0.00%± 3.47
(91/91)Finance Agent v2.1 *
GPT-6 Luna
0.00%± 2.12
(37/37)Inkling 2 Small
0.00%± 2.02
(37/37)Tax Agent Bench *
GPT-6 Luna
0.00%± 2.87
(82/82)Inkling 2 Small
0.00%± 3.27
(82/82)MedCode *
GPT-6 Luna
0.00%± 2.30
(107/107)Inkling 2 Small
N/ATerminal-Bench-Science
GPT-6 Luna
0.00%± 2.44
(44/44)Inkling 2 Small
0.00%± 2.01
(44/44)Code Migration v1.1 *
GPT-6 Luna
0.00%± 3.61
(29/29)Inkling 2 Small
N/ATerminal-Bench 4.0
GPT-6 Luna
0.00%± 1.51
(61/61)Inkling 2 Small
0.00%± 3.07
(61/61)Vibe Code Bench v1.1 *
GPT-6 Luna
0.00%± 3.38
(125/125)Inkling 2 Small
0.00%± 3.45
(125/125)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, legal, and tax
•2026-11-05
Comparison by Industry
Model performance on different sections of the economy.
Legal
32.33%
vs.34.15%
Finance
61.48%
vs.58.65%
Healthcare
64.20%
vs.N/A
Math
64.00%
vs.N/A
Science
28.38%
vs.36.43%
Education
83.40%
vs.88.57%
Coding
39.25%
vs.34.45%
Cyber
39.46%
vs.37.32%
Social Mobility
57.65%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$0.45
$3.509
Cost / TestVals Index
$0.45
vs.$3.509
Input Cost/ 1M Tokens
$0.10
vs.$0.30
Input Cache Write/ 1M Tokens
$0.125
vs.N/A
Input Cache Read/ 1M Tokens
$0.01
vs.$0.03
Output Cost/ 1M Tokens
$0.50
vs.$1.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | OpenAI | Thinking Machines |
| Latency | 1943.19s | 3034.53s |
| Cost (In/Out) | $0.1 / $0.5 | $0.3 / $1 |
| Context Window | 1M | 1M |
| Max Output Token | 128k | 1M |
| Input Modality |