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Thinking Machines: Inkling vs MoonshotAI: Kimi K2.7 Code

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

Thinking Machines: Inkling MoonshotAI: Kimi K2.7 Code
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score70.573.5
Input Price$0.95/M$0.67/M
Output Price$4.05/M$3.40/M
Context Window1,048,576262,144
Max Output262,144262,144
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index69.871.0
ai_index_agentic56.350.0
ai_index_coding85.9100.0

Who wins by task?

TaskThinking Machines: InklingMoonshotAI: Kimi K2.7 Code
SQL Generation 164 163
Code Review 160 156
Code Completion 132 129
Code Refactoring 158 151
Bug Fixing 171 166
Unit Test Generation 148 147
Code Documentation 140 135
Regex Writing 132 133
CI/CD Pipelines 140 138
Frontend Component Design 142 143
Data Analysis 161 162
CSV / Spreadsheet Cleanup 150 147
ETL Scripting 149 144
JSON Extraction 145 147
Bulk Data Labeling 133 134
OCR / Document Parsing 144 142
Table Extraction from PDFs 144 142
Long-Document Summarization 155 147
Short-Form Summarization 129 130
Blog Post Writing 136 134

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

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