Compare Models
Select models (max 7)
Inkling SmallGLM 5.3 Flash
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 27.59%±1.13 | 50.86%±1.25 |
| Legal Research BenchAgentic US legal research | 25.48%±3.03 | 45.19%±3.46 |
| Finance Agent v2.1Core financial analyst tasks | 44.78%±2.10 | 60.59%±2.03 |
| Tax Agent BenchAgentic US corporate tax research | 15.39%±2.37 | 31.55%±3.35 |
| MedCodeMedical billing code support | 37.89%±2.21 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | 10.43%±2.32 | 51.65%±2.99 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 0.00%±0.00 | 37.37%±2.67 |
| Vibe Code Bench v1.1Building web apps from scratch | 19.05%±3.40 | 30.76%±5.28 |
Benchmarks
Vals Index *
Inkling Small
0.00%± 1.13
(26/26)GLM 5.3 Flash
0.00%± 1.25
(26/26)Legal Research Bench *
Inkling Small
0.00%± 3.03
(84/84)GLM 5.3 Flash
0.00%± 3.46
(84/84)Finance Agent v2.1 *
Inkling Small
0.00%± 2.10
(30/30)GLM 5.3 Flash
0.00%± 2.03
(30/30)Tax Agent Bench *
Inkling Small
0.00%± 2.37
(75/75)GLM 5.3 Flash
0.00%± 3.35
(75/75)MedCode *
Inkling Small
0.00%± 2.21
(107/107)GLM 5.3 Flash
N/ATerminal-Bench-Science
Inkling Small
N/AGLM 5.3 Flash
0.00%± 2.01
(42/42)Code Migration v1.1 *
Inkling Small
0.00%± 2.32
(28/28)GLM 5.3 Flash
0.00%± 2.99
(28/28)Terminal-Bench 4.0
Inkling Small
0.00%± 0.00
(54/54)GLM 5.3 Flash
0.00%± 2.67
(54/54)Vibe Code Bench v1.1 *
Inkling Small
0.00%± 3.40
(118/118)GLM 5.3 Flash
0.00%± 5.28
(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
37.13%
vs.46.51%
Finance
47.76%
vs.58.50%
Healthcare
61.00%
vs.88.94%
Math
6.00%
vs.21.00%
Science
N/A
vs.2.86%
Academic
84.58%
vs.86.14%
Education
32.74%
vs.N/A
Coding
30.13%
vs.44.55%
Cyber
64.11%
vs.34.31%
Social Mobility
59.41%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$0.401
$1.134
Cost / TestVals Index
$0.401
vs.$1.134
Input Cost/ 1M Tokens
$0.30
vs.$0.075
Input Cache Read/ 1M Tokens
$0.06
vs.$0.015
Output Cost/ 1M Tokens
$1.20
vs.$0.25
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Thinking Machines | zAI |
| Latency | 986.44s | 3830.63s |
| Cost (In/Out) | $0.3 / $1.2 | $0.075 / $0.25 |
| Context Window | 262k | 1M |
| Max Output Token | 262k | 128k |
| Input Modality |