Compare Models
Select models (max 7)
Ling 3.0 Flash FinInkling 2 Small
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | N/A | 56.08%±1.18 |
| Legal Research BenchAgentic US legal research | 15.38%±2.51 | 46.63%±3.47 |
| Finance Agent v2.1Core financial analyst tasks | N/A | 67.54%±2.02 |
| Tax Agent BenchAgentic US corporate tax research | 20.60%±2.91 | 38.91%±3.27 |
| MedCodeMedical billing code support | 29.30%±1.94 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | N/A | 12.63%±3.07 |
| Vibe Code Bench v1.1Building web apps from scratch | 3.40%±1.29 | 81.55%±3.45 |
Benchmarks
Vals Index *
Ling 3.0 Flash Fin
N/AInkling 2 Small
0.00%± 1.18
(34/34)Legal Research Bench *
Ling 3.0 Flash Fin
0.00%± 2.51
(91/91)Inkling 2 Small
0.00%± 3.47
(91/91)Finance Agent v2.1 *
Ling 3.0 Flash Fin
N/AInkling 2 Small
0.00%± 2.02
(37/37)Tax Agent Bench *
Ling 3.0 Flash Fin
0.00%± 2.91
(82/82)Inkling 2 Small
0.00%± 3.27
(82/82)MedCode *
Ling 3.0 Flash Fin
0.00%± 1.94
(107/107)Inkling 2 Small
N/ATerminal-Bench-Science
Ling 3.0 Flash Fin
N/AInkling 2 Small
0.00%± 2.01
(44/44)Terminal-Bench 4.0
Ling 3.0 Flash Fin
N/AInkling 2 Small
0.00%± 3.07
(61/61)Vibe Code Bench v1.1 *
Ling 3.0 Flash Fin
0.00%± 1.29
(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
42.06%
vs.34.15%
Finance
20.60%
vs.58.65%
Healthcare
52.45%
vs.N/A
Science
N/A
vs.36.43%
Education
N/A
vs.88.57%
Coding
3.40%
vs.34.45%
Cyber
58.33%
vs.37.32%
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
N/A
$3.509
Cost / TestVals Index
N/A
vs.$3.509
Input Cost/ 1M Tokens
$0.06
vs.$0.30
Input Cache Read/ 1M Tokens
$0.012
vs.$0.03
Output Cost/ 1M Tokens
$0.18
vs.$1.00
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Ant | Thinking Machines |
| Latency | N/A | 3034.53s |
| Cost (In/Out) | $0.06 / $0.18 | $0.3 / $1 |
| Context Window | 262k | 1M |
| Max Output Token | 131k | 1M |
| Input Modality |