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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 2026-07-18.

Thinking Machines: Inkling MoonshotAI: Kimi K2.7 Code
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score-74.1
Input Price$1.00/M$1.00/M
Output Price$4.05/M$4.40/M
Context Window1,048,576262,144
Max Output-262,144
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index-69.2
ai_index_agentic-48.8
ai_index_coding-100.0

Who wins by task?

TaskThinking Machines: InklingMoonshotAI: Kimi K2.7 Code
SQL Generation 125 162
Code Review 128 155
Code Completion 119 117
Code Refactoring 132 151
Bug Fixing 136 165
Unit Test Generation 116 147
Code Documentation 131 135
Regex Writing 119 132
CI/CD Pipelines 116 138
Frontend Component Design 118 142
Data Analysis 120 162
CSV / Spreadsheet Cleanup 121 147
ETL Scripting 124 144
JSON Extraction 111 139
Bulk Data Labeling 116 125
OCR / Document Parsing 123 142
Table Extraction from PDFs 123 142
Long-Document Summarization 137 147
Short-Form Summarization 115 121
Blog Post Writing 121 133

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

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