Compare Models
Select models (max 7)
DeepSeek V4Inkling
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 28.96%±1.12 |
| Legal Research BenchAgentic US legal research | 23.08%±2.93 | 28.36%±3.13 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 49.87%±2.12 |
| Tax Agent BenchAgentic US corporate tax research | 25.17%±3.06 | 15.29%±2.42 |
| MedCodeMedical billing code support | 40.45%±2.12 | 41.19%±2.23 |
| Code Migration v1.1Rewriting programs in new languages | N/A | 8.82%±2.71 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 11.11%±1.34 | 0.51%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 49.93%±4.77 | 19.21%±3.66 |
Benchmarks
Vals Index *
DeepSeek V4
N/AInkling
0.00%± 1.12
(26/26)Legal Research Bench *
DeepSeek V4
0.00%± 2.93
(84/84)Inkling
0.00%± 3.13
(84/84)Finance Agent v2.1 *
DeepSeek V4
N/AInkling
0.00%± 2.12
(30/30)Tax Agent Bench *
DeepSeek V4
0.00%± 3.06
(75/75)Inkling
0.00%± 2.42
(75/75)MedCode *
DeepSeek V4
0.00%± 2.12
(107/107)Inkling
0.00%± 2.23
(107/107)Code Migration v1.1 *
DeepSeek V4
N/AInkling
0.00%± 2.71
(28/28)Terminal-Bench 4.0
DeepSeek V4
0.00%± 1.34
(54/54)Inkling
0.00%± 0.51
(54/54)Vibe Code Bench v1.1 *
DeepSeek V4
0.00%± 4.77
(118/118)Inkling
0.00%± 3.66
(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
51.70%
vs.38.35%
Finance
48.62%
vs.49.09%
Healthcare
57.80%
vs.63.30%
Math
16.00%
vs.0.00%
Academic
88.32%
vs.83.97%
Education
N/A
vs.36.55%
Coding
46.20%
vs.26.67%
Cyber
N/A
vs.33.39%
Social Mobility
62.92%
vs.58.46%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$1.848
Cost / TestVals Index
N/A
vs.$1.848
Input Cost/ 1M Tokens
$1.32
vs.$1.00
Input Cache Read/ 1M Tokens
$0.044
vs.$0.17
Output Cost/ 1M Tokens
$3.96
vs.$4.05
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | DeepSeek | Thinking Machines |
| Latency | N/A | 1032.92s |
| Cost (In/Out) | $1.32 / $3.96 | $1 / $4.05 |
| Context Window | 1M | 256k |
| Max Output Token | 384k | 256k |
| Input Modality |