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Thinking Machines: Inkling vs MiniMax: MiniMax M3 (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-13.

Thinking Machines: Inkling MiniMax: MiniMax M3 (batch)
Vendorthinkingmachinesminimax
Quality Score100100
Benchmark Score70.577.0
Input Price$0.95/M$0.15/M
Output Price$4.05/M$0.60/M
Context Window1,048,576524,288
Max Output262,144-
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index69.874.9
ai_index_agentic56.359.6
ai_index_coding85.996.6

Who wins by task?

TaskThinking Machines: InklingMiniMax: MiniMax M3 (batch)
SQL Generation 164 167
Code Review 160 162
Code Completion 132 133
Code Refactoring 158 160
Bug Fixing 171 174
Unit Test Generation 148 151
Code Documentation 140 142
Regex Writing 132 134
CI/CD Pipelines 140 141
Frontend Component Design 142 143
Data Analysis 161 164
CSV / Spreadsheet Cleanup 150 153
ETL Scripting 149 151
JSON Extraction 145 148
Bulk Data Labeling 133 135
OCR / Document Parsing 144 145
Table Extraction from PDFs 144 145
Long-Document Summarization 155 157
Short-Form Summarization 129 131
Blog Post Writing 136 138

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

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