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Thinking Machines: Inkling vs Thinking Machines: Inkling (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-08-13.

	Thinking Machines: Inkling	Thinking Machines: Inkling (batch)
Vendor	thinkingmachines	thinkingmachines
Quality Score	100	100
Benchmark Score	70.5	70.5
Input Price	$0.95/M	$0.50/M
Output Price	$4.05/M	$2.02/M
Context Window	1,048,576	524,288
Max Output	262,144	-
Tool Calling	✓	✓
Structured Output	✓	-
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	✓
Benchmark Scores
ai_index	69.8	69.8
ai_index_agentic	56.3	56.3
ai_index_coding	85.9	85.9

Who wins by task?

Task	Thinking Machines: Inkling	Thinking Machines: Inkling (batch)
SQL Generation	164	156
Code Review	160	156
Code Completion	132	132
Code Refactoring	158	154
Unit Test Generation	148	140
Code Documentation	140	141
Regex Writing	132	133
CI/CD Pipelines	140	136
Frontend Component Design	142	138
Data Analysis	161	157
CSV / Spreadsheet Cleanup	150	139
ETL Scripting	149	145
JSON Extraction	145	134
Bulk Data Labeling	133	130
OCR / Document Parsing	144	136
Table Extraction from PDFs	144	136
Long-Document Summarization	155	155
Short-Form Summarization	129	130
Blog Post Writing	136	136

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

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