head-to-head

Thinking Machines: Inkling (batch) vs Google: Gemini 3.1 Flash Lite (batch)

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

	Thinking Machines: Inkling (batch)	Google: Gemini 3.1 Flash Lite (batch)
Vendor	thinkingmachines	google
Quality Score	100	100
Benchmark Score	70.5	-
Input Price	$0.50/M	$0.12/M
Output Price	$2.02/M	$0.75/M
Context Window	524,288	1,048,576
Max Output	-	65,536
Tool Calling	✓	✓
Structured Output	-	✓
Reasoning Mode	✓	✓
Vision	✓	✓
Audio	✓	✓
Benchmark Scores
ai_index	69.8	-
ai_index_agentic	56.3	-
ai_index_coding	85.9	-

Who wins by task?

Task	Thinking Machines: Inkling (batch)	Google: Gemini 3.1 Flash Lite (batch)
SQL Generation	156	133
Code Review	156	132
Code Completion	132	131
Code Refactoring	154	136
Bug Fixing	171	136
Unit Test Generation	140	124
Code Documentation	141	131
Regex Writing	133	119
CI/CD Pipelines	136	120
Frontend Component Design	138	122
Data Analysis	157	124
CSV / Spreadsheet Cleanup	139	133
ETL Scripting	145	128
JSON Extraction	134	131
Bulk Data Labeling	130	129
OCR / Document Parsing	136	131
Table Extraction from PDFs	136	131
Long-Document Summarization	155	137
Short-Form Summarization	130	123
Blog Post Writing	136	121

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