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Thinking Machines: Inkling (batch) 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 (batch) MoonshotAI: Kimi K2.7 Code
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score70.573.5
Input Price$0.50/M$0.67/M
Output Price$2.02/M$3.40/M
Context Window524,288262,144
Max Output-262,144
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: Inkling (batch)MoonshotAI: Kimi K2.7 Code
SQL Generation 156 163
Code Review 156 156
Code Completion 132 129
Code Refactoring 154 151
Bug Fixing 171 166
Unit Test Generation 140 147
Code Documentation 141 135
CI/CD Pipelines 136 138
Frontend Component Design 138 143
Data Analysis 157 162
CSV / Spreadsheet Cleanup 139 147
ETL Scripting 145 144
JSON Extraction 134 147
Bulk Data Labeling 130 134
OCR / Document Parsing 136 142
Table Extraction from PDFs 136 142
Long-Document Summarization 155 147
Short-Form Summarization 130 130
Blog Post Writing 136 134

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

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