InklingvsGLM-5.2
Across 6 shared benchmarks, GLM-5.2 leads overall: Inkling wins 0, GLM-5.2 wins 6, with 0 ties and an average score difference of -6.88.
IN
Inkling
Thinking Machines Lab · 2026-07-15 · Multimodal model
GLM-5.2
智谱AI · 2026-06-13 · Reasoning model
Inkling0 wins(0%)(100%)6 winsGLM-5.2
Benchmark scores
Grouped by capability, sorted by largest gap within each. 6 shared benchmarks.
AI Agent - Tool Usage
GLM-5.2 2/2| Benchmark | Inkling | GLM-5.2 | Diff |
|---|---|---|---|
| Terminal-Bench 2.1 | 63.8036 / 44Thinking (With Tools) | 8117 / 44Thinking High (With Tools) | -17.20 |
| MCP-Atlas | 7617 / 38极高强度思考（工具） | 76.8013 / 38Thinking (With Tools) | -0.80 |
Coding and Software Engineer
GLM-5.2 1/1| Benchmark | Inkling | GLM-5.2 | Diff |
|---|---|---|---|
| SWE-Bench Pro - Public | 54.3033 / 57Thinking (With Tools) | 62.109 / 57Thinking (With Tools) | -7.80 |
General Evaluation
GLM-5.2 1/1| Benchmark | Inkling | GLM-5.2 | Diff |
|---|---|---|---|
| GPQA Diamond | 87.2070 / 226Thinking (No Tools) | 91.8626 / 226最高（无工具） | -4.66 |
General Knowledge
GLM-5.2 1/1| Benchmark | Inkling | GLM-5.2 | Diff |
|---|---|---|---|
| HLE | 4641 / 181Thinking (With Tools) | 54.7015 / 181Thinking (With Tools) | -8.70 |
Math and Reasoning
GLM-5.2 1/1| Benchmark | Inkling | GLM-5.2 | Diff |
|---|---|---|---|
| AIME 2026 | 97.102 / 19Thinking (No Tools) | 99.201 / 19Thinking (No Tools) | -2.10 |
Specs
| Field | Inkling | GLM-5.2 |
|---|---|---|
| Publisher | Thinking Machines Lab | 智谱AI |
| Release date | 2026-07-15 | 2026-06-13 |
| Model type | Multimodal model | Reasoning model |
| Architecture | MoE | MoE |
| Parameters | 975B | 753.33B |
| Context length | 1M | 1M |
| Max output | Not available | 128K |
API pricing
Prices use DataLearner records when available; missing fields are not inferred.
| Item | Inkling | GLM-5.2 |
|---|---|---|
| Text input | $3.74 / 1M tokens | $1.4 / 1M tokens |
| Text output | $9.36 / 1M tokens | $4.4 / 1M tokens |
| Cache read | $0.748 / 1M tokens | $0.26 / 1M tokens |
Summary
- GLM-5.2leads in:AI Agent - Tool Usage (2/2), Coding and Software Engineer (1/1), General Evaluation (1/1), General Knowledge (1/1), Math and Reasoning (1/1)
On average across the 6 shared benchmarks, GLM-5.2 scores 6.88 higher.
Largest single-benchmark gap: Terminal-Bench 2.1 — Inkling 63.80 vs GLM-5.2 81 (-17.20).
Page generated from structured model, pricing and benchmark records. No real-time LLM is used to write the prose.