Compare Models
Select models (max 7)
InklingGLM 5.3 Flash
 |  |  |
|---|---|---|
| Vals IndexGDP-weighted benchmark | 28.96%±1.12 | 50.86%±1.25 |
| Legal Research BenchAgentic US legal research | 28.36%±3.13 | 45.19%±3.46 |
| Finance Agent v2.1Core financial analyst tasks | 49.87%±2.12 | 60.59%±2.03 |
| Tax Agent BenchAgentic US corporate tax research | 15.29%±2.42 | 31.55%±3.35 |
| MedCodeMedical billing code support | 41.19%±2.23 | N/A |
| Terminal-Bench-ScienceExpert-authored scientific research workflows | N/A | 2.86%±2.01 |
| Code Migration v1.1Rewriting programs in new languages | 8.82%±2.71 | 51.65%±2.99 |
| Terminal-Bench 4.0Frontier-difficulty terminal tasks | 0.51%±0.51 | 37.37%±2.67 |
| Vibe Code Bench v1.1Building web apps from scratch | 19.21%±3.66 | 30.76%±5.28 |
Benchmarks
Vals Index *
Inkling
0.00%± 1.12
(26/26)GLM 5.3 Flash
0.00%± 1.25
(26/26)Legal Research Bench *
Inkling
0.00%± 3.13
(84/84)GLM 5.3 Flash
0.00%± 3.46
(84/84)Finance Agent v2.1 *
Inkling
0.00%± 2.12
(30/30)GLM 5.3 Flash
0.00%± 2.03
(30/30)Tax Agent Bench *
Inkling
0.00%± 2.42
(75/75)GLM 5.3 Flash
0.00%± 3.35
(75/75)MedCode *
Inkling
0.00%± 2.23
(107/107)GLM 5.3 Flash
N/ATerminal-Bench-Science
Inkling
N/AGLM 5.3 Flash
0.00%± 2.01
(42/42)Code Migration v1.1 *
Inkling
0.00%± 2.71
(28/28)GLM 5.3 Flash
0.00%± 2.99
(28/28)Terminal-Bench 4.0
Inkling
0.00%± 0.51
(54/54)GLM 5.3 Flash
0.00%± 2.67
(54/54)Vibe Code Bench v1.1 *
Inkling
0.00%± 3.66
(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
38.35%
vs.46.51%
Finance
49.09%
vs.58.50%
Healthcare
63.30%
vs.88.94%
Math
0.00%
vs.21.00%
Science
N/A
vs.2.86%
Academic
83.97%
vs.86.14%
Education
36.55%
vs.N/A
Coding
26.67%
vs.44.55%
Cyber
33.39%
vs.34.31%
Social Mobility
58.46%
vs.N/A
Cost Analysis
Per task and per token model pricing.
Vals Index · USD
$1.848
$1.134
Cost / TestVals Index
$1.848
vs.$1.134
Input Cost/ 1M Tokens
$1.00
vs.$0.075
Input Cache Read/ 1M Tokens
$0.17
vs.$0.015
Output Cost/ 1M Tokens
$4.05
vs.$0.25
Model Metadata
Basic information about each model.
| | |
|---|---|---|
| Model provider | Thinking Machines | zAI |
| Latency | 1032.92s | 3830.63s |
| Cost (In/Out) | $1 / $4.05 | $0.075 / $0.25 |
| Context Window | 256k | 1M |
| Max Output Token | 256k | 128k |
| Input Modality |