head-to-head

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

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 (batch)
Vendor	thinkingmachines	moonshotai
Quality Score	100	100
Benchmark Score	70.5	73.5
Input Price	$0.50/M	$0.47/M
Output Price	$2.02/M	$2.00/M
Context Window	524,288	262,144
Max Output	-	-
Tool Calling	✓	✓
Structured Output	-	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	-
Benchmark Scores
ai_index	69.8	71.0
ai_index_agentic	56.3	50.0
ai_index_coding	85.9	100.0

Who wins by task?

Task	Thinking Machines: Inkling (batch)	MoonshotAI: Kimi K2.7 Code (batch)
SQL Generation	156	163
Code Review	156	156
Code Completion	132	130
Code Refactoring	154	151
Bug Fixing	171	166
Unit Test Generation	140	147
Code Documentation	141	135
Regex Writing	133	133
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	148
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 →