Compare Models
Select models (max 5)
Gemini 3.1 Pro Preview (02/26)Inkling
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 33.44%±1.13 | 28.67%±1.10 |
| Legal Research BenchAgentic US legal research | 20.67%±2.81 | 28.36%±3.13 |
| Finance Agent (v2)Core financial analyst tasks | 42.98%±1.21 | 46.60%±0.93 |
| Tax Agent BenchAgentic US corporate tax research | 37.84%±3.10 | 43.52%±2.95 |
| MedCodeMedical billing code support | 59.06%±2.00 | 41.19%±2.23 |
| Terminal-Bench ScienceExpert-authored scientific research workflows | 1.43%±1.43 | N/A |
| Code MigrationRewriting programs in new languages | 17.31%±3.93 | 11.79%±3.40 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 2.52%±0.51 | 0.51%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 32.03%±4.34 | 19.21%±3.66 |
Benchmarks
Vals Index *
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.13
(43/43)Inkling
0.00%± 1.10
(43/43)Legal Research Bench *
Gemini 3.1 Pro Preview (02/26)
0.00%± 2.81
(73/73)Inkling
0.00%± 3.13
(73/73)Finance Agent (v2) *
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.21
(74/74)Inkling
0.00%± 0.93
(74/74)Tax Agent Bench *
Gemini 3.1 Pro Preview (02/26)
0.00%± 3.10
(65/65)Inkling
0.00%± 2.95
(65/65)MedCode *
Gemini 3.1 Pro Preview (02/26)
0.00%± 2.00
(104/104)Inkling
0.00%± 2.23
(104/104)Terminal-Bench Science
Gemini 3.1 Pro Preview (02/26)
0.00%± 1.43
(38/38)Inkling
N/ACode Migration *
Gemini 3.1 Pro Preview (02/26)
0.00%± 3.93
(73/73)Inkling
0.00%± 3.40
(73/73)Terminal-Bench 4.0
Gemini 3.1 Pro Preview (02/26)
0.00%± 0.51
(43/43)Inkling
0.00%± 0.51
(43/43)Vibe Code Bench v1.1 *
Gemini 3.1 Pro Preview (02/26)
0.00%± 4.34
(108/108)Inkling
0.00%± 3.66
(108/108)Overall performance
Performance on the Vals Index, a GDP-weighted aggregation of tasks across finance, coding, and law
•2026-10-02
Comparison by Industry
Model performance on different sections of the economy.
Legal
36.02%
vs.37.80%
Finance
55.14%
vs.53.55%
Healthcare
67.59%
vs.63.30%
Math
26.00%
vs.0.00%
Science
27.38%
vs.N/A
Academic
91.55%
vs.83.97%
Education
48.68%
vs.36.55%
Coding
34.71%
vs.27.00%
Cyber
N/A
vs.66.79%
Social Mobility
53.79%
vs.58.46%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$2.18
$1.464
Cost / TestVals Index
$2.18
vs.$1.464
Input Cost/ 1M Tokens
$2.00
vs.$1.00
Input Cache Read/ 1M Tokens
$0.20
vs.$0.17
Output Cost/ 1M Tokens
$12.00
vs.$4.05
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Google | Thinking Machines |
| Latency | 591.99s | 1205.92s |
| Cost (In/Out) | $2 / $12 | $1 / $4.05 |
| Context Window | 1M | 256k |
| Max Output Token | 66k | 256k |
| Input Modality |