head-to-head

Thinking Machines: Inkling Small vs Google: Gemini 3.6 Flash (batch)

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.

Thinking Machines: Inkling Small Google: Gemini 3.6 Flash (batch)
Vendorthinkingmachinesgoogle
Quality Score100100
Input Price$0.45/M$0.38/M
Output Price$1.20/M$1.88/M
Context Window524,2881,048,576
Max Output262,14465,536
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓✓

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Inkling Small costs $0.75 and Gemini 3.6 Flash (batch) costs $0.84, so Inkling Small is slightly cheaper for the same work.

Gemini 3.6 Flash (batch) reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 786 pages for Inkling Small.

Only Gemini 3.6 Flash (batch) offers structured output and video input.

Across the 17 tasks where they differ, Inkling Small scores higher on 4 (Code Completion, Code Documentation, Regex Writing and others), Gemini 3.6 Flash (batch) on 13 (SQL Generation, Code Review, Code Refactoring and others).

Pick Inkling Small if you need lower cost; pick Gemini 3.6 Flash (batch) if you need long documents, structured output, video input or the stronger all-round task scores.

Costs use current list prices per million tokens; page counts assume about 0.75 words per token and 500 words per page.

Who wins by task?

TaskThinking Machines: Inkling SmallGoogle: Gemini 3.6 Flash (batch)
SQL Generation 125 133
Code Review 128 132
Code Completion 131 131
Code Refactoring 132 136
Unit Test Generation 116 124
Code Documentation 131 131
Regex Writing 119 119
CI/CD Pipelines 116 120
Frontend Component Design 118 122
Data Analysis 120 124
CSV / Spreadsheet Cleanup 121 133
ETL Scripting 124 128
JSON Extraction 119 131
Bulk Data Labeling 125 129
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Short-Form Summarization 123 123

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

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