head-to-head

Thinking Machines: Inkling vs OpenAI: GPT-5.6 Terra 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 Terra Pro (batch)
Vendorthinkingmachinesopenai
Quality Score100100
Input Price$1.00/M$1.00/M
Output Price$4.05/M$6.00/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 Terra Pro (batch) costs $2.50, so Inkling is about 1.2 times cheaper for the same work.

GPT-5.6 Terra 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 Terra 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 Terra 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 Terra 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 Terra Pro (batch)
SQL Generation 125 133
Code Review 128 132
Code Completion 119 118
Code Refactoring 132 136
Unit Test Generation 116 124
Code Documentation 131 130
Regex Writing 119 118
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 111 122
Bulk Data Labeling 116 119
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 137
Short-Form Summarization 115 114
Blog Post Writing 121 121

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

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