head-to-head

Thinking Machines: Inkling vs OpenAI: GPT-5.6 Sol Pro (batch)

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

Thinking Machines: Inkling OpenAI: GPT-5.6 Sol Pro (batch)
Vendorthinkingmachinesopenai
Quality Score100100
Input Price$1.00/M$2.00/M
Output Price$4.05/M$10.00/M
Context Window524,2881,050,000
Max Output471,859128,000
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 GPT-5.6 Sol Pro (batch) costs $4.50, so Inkling is about 2.2 times cheaper for the same work.

GPT-5.6 Sol Pro (batch) reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 786 pages for Inkling.

Only Inkling offers audio input; only GPT-5.6 Sol Pro (batch) offers structured output.

Across the 19 tasks where they differ, Inkling scores higher on 6 (Code Completion, Code Documentation, Regex Writing and others), GPT-5.6 Sol Pro (batch) on 13 (SQL Generation, Code Review, Code Refactoring and others).

Pick Inkling if you need lower cost or audio input; pick GPT-5.6 Sol Pro (batch) if you need long documents, structured output 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: InklingOpenAI: GPT-5.6 Sol Pro (batch)
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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