picksbymodel Get API access →
head-to-head

Thinking Machines: Inkling vs MoonshotAI: Kimi K2.7 Code (batch)

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

Thinking Machines: Inkling MoonshotAI: Kimi K2.7 Code (batch)
Vendorthinkingmachinesmoonshotai
Quality Score100100
Benchmark Score70.573.5
Input Price$0.95/M$0.47/M
Output Price$4.05/M$2.00/M
Context Window1,048,576262,144
Max Output262,144-
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 (batch)
SQL Generation 164 163
Code Review 160 156
Code Completion 132 130
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 145 148
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 →

Related comparisons

Meta: Muse Spark 1.2 vs Thinking Machines: Inkling Meta: Muse Spark 1.2 vs MoonshotAI: Kimi K2.7 Code (batch) Qwen: Qwen3.8 Max vs Thinking Machines: Inkling Qwen: Qwen3.8 Max vs MoonshotAI: Kimi K2.7 Code (batch) Thinking Machines: Inkling Small vs Thinking Machines: Inkling Thinking Machines: Inkling Small vs MoonshotAI: Kimi K2.7 Code (batch) Qwen: Qwen3.7 Flash vs Thinking Machines: Inkling Qwen: Qwen3.7 Flash vs MoonshotAI: Kimi K2.7 Code (batch)