head-to-head

Thinking Machines: Inkling vs MiniMax: MiniMax M3

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-07-18.

Thinking Machines: Inkling MiniMax: MiniMax M3
Vendorthinkingmachinesminimax
Quality Score100100
Benchmark Score-78.0
Input Price$1.00/M$0.30/M
Output Price$4.05/M$1.20/M
Context Window1,048,5761,048,576
Max Output-512,000
Tool Calling
Structured Output-
Reasoning Mode
Vision
Audio-
Benchmark Scores
ai_index-73.3
ai_index_agentic-58.3
ai_index_coding-96.6

Who wins by task?

TaskThinking Machines: InklingMiniMax: MiniMax M3
SQL Generation 125 167
Code Review 128 162
Code Completion 119 133
Code Refactoring 132 160
Bug Fixing 136 173
Unit Test Generation 116 151
Code Documentation 131 142
Regex Writing 119 134
CI/CD Pipelines 116 141
Frontend Component Design 118 143
Data Analysis 120 164
CSV / Spreadsheet Cleanup 121 153
ETL Scripting 124 151
JSON Extraction 111 147
Bulk Data Labeling 116 135
OCR / Document Parsing 123 145
Table Extraction from PDFs 123 145
Long-Document Summarization 137 156
Short-Form Summarization 115 131
Blog Post Writing 121 138

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

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