head-to-head

Google: Gemini 3.7 Flash (batch) vs Thinking Machines: Inkling Small

Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-09-28.

Google: Gemini 3.7 Flash (batch) Thinking Machines: Inkling Small
Vendorgooglethinkingmachines
Quality Score100100
Benchmark Score65.544.5
Input Price$0.38/M$0.45/M
Output Price$1.88/M$1.20/M
Context Window1,048,576524,288
Max Output65,536262,144
Tool Calling✓✓
Structured Output✓-
Reasoning Mode✓✓
Vision✓✓
Audio✓✓
Benchmark Scores
ai_index64.445.8

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Inkling Small costs $0.75 and Gemini 3.7 Flash (batch) costs $0.84, so Inkling Small is slightly cheaper for the same work.

Gemini 3.7 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 3.7 Flash (batch) offers structured output and video input.

On our blended benchmark score Gemini 3.7 Flash (batch) leads 65.5 to 44.5.

Across the 20 tasks where they differ, Gemini 3.7 Flash (batch) scores higher on 20 (SQL Generation, Code Review, Code Completion and others).

Gemini 3.7 Flash (batch) was released in August 2026 and Inkling Small in July 2026.

Pick Gemini 3.7 Flash (batch) if you need long documents, structured output, video input, benchmark performance or the stronger all-round task scores; pick Inkling Small if you need lower cost.

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?

TaskGoogle: Gemini 3.7 Flash (batch)Thinking Machines: Inkling Small
SQL Generation 141 131
Code Review 144 136
Code Completion 132 132
Code Refactoring 146 139
Bug Fixing 148 144
Unit Test Generation 131 121
Code Documentation 137 135
Regex Writing 126 124
CI/CD Pipelines 127 121
Frontend Component Design 129 123
Data Analysis 133 126
CSV / Spreadsheet Cleanup 136 123
ETL Scripting 137 130
JSON Extraction 131 119
Bulk Data Labeling 129 125
OCR / Document Parsing 134 125
Table Extraction from PDFs 134 125
Long-Document Summarization 148 145
Short-Form Summarization 126 126
Blog Post Writing 129 127

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

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