head-to-head

Thinking Machines: Inkling vs Z.ai: GLM 5V Turbo

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-23.

Thinking Machines: Inkling Z.ai: GLM 5V Turbo
Vendorthinkingmachinesz-ai
Quality Score100100
Benchmark Score39.436.7
Input Price$1.00/M$1.20/M
Output Price$4.05/M$4.00/M
Context Window1,048,576202,752
Max Output471,859131,072
Tool Calling
Structured Output-
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index41.238.8

Who wins by task?

TaskThinking Machines: InklingZ.ai: GLM 5V Turbo
SQL Generation 130 134
Code Review 135 131
Code Completion 119 115
Code Refactoring 138 130
Bug Fixing 143 135
Unit Test Generation 120 124
Code Documentation 134 126
Regex Writing 123 122
CI/CD Pipelines 120 120
Frontend Component Design 122 126
Data Analysis 126 129
CSV / Spreadsheet Cleanup 123 127
ETL Scripting 129 125
JSON Extraction 111 123
Bulk Data Labeling 116 120
OCR / Document Parsing 125 129
Table Extraction from PDFs 125 129
Long-Document Summarization 144 131
Short-Form Summarization 117 116
Blog Post Writing 126 122

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

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