head-to-head

OpenAI: GPT Terra Latest vs Thinking Machines: Inkling Small

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

OpenAI: GPT Terra Latest Thinking Machines: Inkling Small
Vendor~openaithinkingmachines
Quality Score100100
Input Price$1.00/M$0.45/M
Output Price$5.00/M$1.20/M
Context Window1,050,000524,288
Max Output128,000262,144
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 Small costs $0.75 and GPT Terra Latest costs $2.25, so Inkling Small is about 3.0 times cheaper for the same work.

GPT Terra Latest reads up to 1,050,000 tokens at once, roughly 1,575 pages of text, against about 786 pages for Inkling Small.

Only GPT Terra Latest offers structured output; only Inkling Small offers audio input.

Across the 19 tasks where they differ, GPT Terra Latest scores higher on 12 (SQL Generation, Code Review, Code Refactoring and others), Inkling Small on 7 (Code Completion, Code Documentation, Regex Writing and others).

GPT Terra Latest was released in September 2026 and Inkling Small in July 2026.

Pick GPT Terra Latest if you need long documents or structured output; pick Inkling Small if you need lower cost or audio input.

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?

TaskOpenAI: GPT Terra LatestThinking Machines: Inkling Small
SQL Generation 133 125
Code Review 132 128
Code Completion 118 131
Code Refactoring 136 132
Unit Test Generation 124 116
Code Documentation 130 131
Regex Writing 118 119
CI/CD Pipelines 120 116
Frontend Component Design 122 118
Data Analysis 124 120
CSV / Spreadsheet Cleanup 133 121
ETL Scripting 128 124
JSON Extraction 122 119
Bulk Data Labeling 120 125
OCR / Document Parsing 131 123
Table Extraction from PDFs 131 123
Long-Document Summarization 137 137
Short-Form Summarization 114 123
Blog Post Writing 121 121

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

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