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Thinking Machines: Inkling vs MoonshotAI: Kimi K2.6

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

Thinking Machines: Inkling MoonshotAI: Kimi K2.6
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score-79.9
Input Price$1.00/M$0.95/M
Output Price$4.05/M$4.00/M
Context Window1,048,576262,144
Max Output--
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index-73.0
ai_index_agentic-49.9
ai_index_coding-100.0
eqbench-76.6

Who wins by task?

TaskThinking Machines: InklingMoonshotAI: Kimi K2.6
SQL Generation 125 168
Code Review 128 165
Code Completion 119 132
Code Refactoring 132 161
Bug Fixing 136 176
Unit Test Generation 116 153
Code Documentation 131 141
Regex Writing 119 136
CI/CD Pipelines 116 143
Frontend Component Design 118 146
Data Analysis 120 167
CSV / Spreadsheet Cleanup 121 152
ETL Scripting 124 152
JSON Extraction 111 147
Bulk Data Labeling 116 134
OCR / Document Parsing 123 145
Table Extraction from PDFs 123 145
Long-Document Summarization 137 157
Short-Form Summarization 115 131
Blog Post Writing 121 139

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

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