Compare Models
Select models (max 5)
Gemini 3.5 Flash LiteInkling
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 28.67%±1.10 |
| Legal Research BenchAgentic US legal research | 13.94%±2.41 | 28.36%±3.13 |
| Finance Agent (v2)Core financial analyst tasks | 47.44%±0.51 | 46.60%±0.93 |
| Tax Agent BenchAgentic US corporate tax research | 37.45%±3.12 | 43.52%±2.95 |
| MedCodeMedical billing code support | 43.49%±1.95 | 41.19%±2.23 |
| Code MigrationRewriting programs in new languages | 6.15%±1.71 | 11.79%±3.40 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | N/A | 0.51%±0.51 |
| Vibe Code Bench v1.1Building web apps from scratch | 37.16%±4.63 | 19.21%±3.66 |
Benchmarks
Vals Index *
Gemini 3.5 Flash Lite
N/AInkling
0.00%± 1.10
(43/43)Legal Research Bench *
Gemini 3.5 Flash Lite
0.00%± 2.41
(73/73)Inkling
0.00%± 3.13
(73/73)Finance Agent (v2) *
Gemini 3.5 Flash Lite
0.00%± 0.51
(74/74)Inkling
0.00%± 0.93
(74/74)Tax Agent Bench *
Gemini 3.5 Flash Lite
0.00%± 3.12
(65/65)Inkling
0.00%± 2.95
(65/65)MedCode *
Gemini 3.5 Flash Lite
0.00%± 1.95
(104/104)Inkling
0.00%± 2.23
(104/104)Code Migration *
Gemini 3.5 Flash Lite
0.00%± 1.71
(73/73)Inkling
0.00%± 3.40
(73/73)Terminal-Bench 4.0
Gemini 3.5 Flash Lite
N/AInkling
0.00%± 0.51
(43/43)Vibe Code Bench v1.1 *
Gemini 3.5 Flash Lite
0.00%± 4.63
(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
32.67%
vs.37.80%
Finance
53.88%
vs.53.55%
Healthcare
57.19%
vs.63.30%
Math
N/A
vs.0.00%
Academic
84.42%
vs.83.97%
Education
47.30%
vs.36.55%
Coding
39.46%
vs.27.00%
Cyber
59.11%
vs.66.79%
Social Mobility
51.83%
vs.58.46%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$1.464
Cost / TestVals Index
N/A
vs.$1.464
Input Cost/ 1M Tokens
$0.30
vs.$1.00
Input Cache Read/ 1M Tokens
$0.03
vs.$0.17
Output Cost/ 1M Tokens
$2.50
vs.$4.05
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Google | Thinking Machines |
| Latency | N/A | 1205.92s |
| Cost (In/Out) | $0.3 / $2.5 | $1 / $4.05 |
| Context Window | 1M | 256k |
| Max Output Token | 66k | 256k |
| Input Modality |