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Z.ai: GLM 5.3 Flash (batch) vs Thinking Machines: Inkling

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-04.

Z.ai: GLM 5.3 Flash (batch) Thinking Machines: Inkling
Vendorz-aithinkingmachines
Quality Score100100
Benchmark Score96.770.1
Input Price$0.15/M$1.00/M
Output Price$0.50/M$4.05/M
Context Window1,048,5751,048,576
Max Output943,717471,859
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio-✓
Benchmark Scores
ai_index94.869.8
ai_index_agentic96.056.3
ai_index_coding100.085.9

Who wins by task?

TaskZ.ai: GLM 5.3 Flash (batch)Thinking Machines: Inkling
SQL Generation 175 164
Code Review 170 160
Code Completion 133 120
Code Refactoring 166 158
Bug Fixing 186 171
Unit Test Generation 157 148
Code Documentation 145 140
Regex Writing 139 132
CI/CD Pipelines 147 140
Frontend Component Design 149 142
Data Analysis 176 161
CSV / Spreadsheet Cleanup 155 150
ETL Scripting 157 149
JSON Extraction 149 137
Bulk Data Labeling 135 125
OCR / Document Parsing 147 144
Table Extraction from PDFs 147 144
Long-Document Summarization 162 155
Short-Form Summarization 133 121
Blog Post Writing 143 136

Scores reflect capability match + benchmark data + pricing for each task. Methodology →

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