head-to-head

Thinking Machines: Inkling vs Google: Gemini Pro Latest

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

Thinking Machines: Inkling Google: Gemini Pro Latest
Vendorthinkingmachines~google
Quality Score100100
Input Price$1.00/M$2.00/M
Output Price$4.05/M$10.00/M
Context Window524,2881,048,576
Max Output471,859943,718
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 costs $2.01 and Gemini Pro Latest costs $4.50, so Inkling is about 2.2 times cheaper for the same work.

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

Only Gemini Pro Latest offers structured output and video input.

Across the 19 tasks where they differ, Inkling scores higher on 6 (Code Completion, Code Documentation, Regex Writing and others), Gemini Pro Latest on 13 (SQL Generation, Code Review, Code Refactoring and others).

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

Pick Inkling if you need lower cost; pick Gemini Pro Latest 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: InklingGoogle: Gemini Pro Latest
SQL Generation 125 132
Code Review 128 132
Code Completion 119 117
Code Refactoring 132 136
Unit Test Generation 116 124
Code Documentation 131 129
Regex Writing 119 117
CI/CD Pipelines 116 120
Frontend Component Design 118 122
Data Analysis 120 124
CSV / Spreadsheet Cleanup 121 132
ETL Scripting 124 128
JSON Extraction 111 121
Bulk Data Labeling 116 118
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 136
Short-Form Summarization 115 113
Blog Post Writing 121 120

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

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