head-to-head

Thinking Machines: Inkling vs Google: Gemini Flash Latest

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

Thinking Machines: Inkling Google: Gemini Flash Latest
Vendorthinkingmachines~google
Quality Score100100
Input Price$1.00/M$0.75/M
Output Price$4.05/M$3.75/M
Context Window524,2881,048,576
Max Output471,85965,536
Tool Calling✓✓
Structured Output-✓
Reasoning Mode✓✓
Vision✓✓
Audio✓✓

The verdict

For a sample job of 1 million input tokens and 250,000 output tokens, Gemini Flash Latest costs $1.69 and Inkling costs $2.01, so Gemini Flash Latest is slightly cheaper for the same work.

Gemini Flash Latest reads up to 1,048,576 tokens at once, roughly 1,573 pages of text, against about 786 pages for Inkling.

Only Gemini Flash Latest offers structured output and video input.

Across the 18 tasks where they differ, Gemini Flash Latest on 18 (SQL Generation, Code Review, Code Completion and others).

Inkling was released in July 2026 and Gemini Flash Latest in April 2026.

Pick Gemini Flash Latest if you need lower cost, 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: InklingGoogle: Gemini Flash Latest
SQL Generation 125 133
Code Review 128 132
Code Completion 119 131
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 111 131
Bulk Data Labeling 116 128
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 137
Short-Form Summarization 115 123

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

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