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Thinking Machines: Inkling vs MoonshotAI: Kimi K3 (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-04.

Thinking Machines: Inkling MoonshotAI: Kimi K3 (batch)
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score70.196.2
Input Price$1.00/M$3.00/M
Output Price$4.05/M$15.00/M
Context Window1,048,5761,048,576
Max Output471,859943,718
Tool Calling✓✓
Structured Output✓✓
Reasoning Mode✓✓
Vision✓✓
Audio✓-
Benchmark Scores
ai_index69.898.5
ai_index_agentic56.389.5
ai_index_coding85.9100.0

Who wins by task?

TaskThinking Machines: InklingMoonshotAI: Kimi K3 (batch)
SQL Generation 164 173
Code Review 160 170
Code Completion 120 118
Code Refactoring 158 167
Bug Fixing 171 185
Unit Test Generation 148 157
Code Documentation 140 141
Regex Writing 132 135
CI/CD Pipelines 140 147
Frontend Component Design 142 149
Data Analysis 161 175
CSV / Spreadsheet Cleanup 150 153
ETL Scripting 149 157
JSON Extraction 137 138
Bulk Data Labeling 125 122
OCR / Document Parsing 144 147
Table Extraction from PDFs 144 147
Long-Document Summarization 155 161
Short-Form Summarization 121 122
Blog Post Writing 136 141

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

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