OpenAI: GPT Terra Latest vs Thinking Machines: Inkling
Side-by-side comparison of specs, pricing, benchmark scores, and task rankings. Updated 2026-11-07.
| OpenAI: GPT Terra Latest | Thinking Machines: Inkling | |
|---|---|---|
| Vendor | ~openai | thinkingmachines |
| Quality Score | 100 | 100 |
| Input Price | $1.00/M | $1.00/M |
| Output Price | $5.00/M | $4.05/M |
| Context Window | 1,050,000 | 524,288 |
| Max Output | 128,000 | 471,859 |
| 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 Terra Latest costs $2.25, so Inkling is slightly 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.
Only GPT Terra Latest offers structured output; only Inkling offers audio input.
Across the 19 tasks where they differ, GPT Terra Latest scores higher on 13 (SQL Generation, Code Review, Code Refactoring and others), Inkling on 6 (Code Completion, Code Documentation, Regex Writing and others).
GPT Terra Latest was released in September 2026 and Inkling in July 2026.
Pick GPT Terra Latest if you need long documents, structured output or the stronger all-round task scores; pick Inkling 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?
| Task | OpenAI: GPT Terra Latest | Thinking Machines: Inkling |
|---|---|---|
| SQL Generation | 133 | 125 |
| Code Review | 132 | 128 |
| Code Completion | 118 | 119 |
| 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 | 111 |
| Bulk Data Labeling | 120 | 116 |
| OCR / Document Parsing | 131 | 123 |
| Table Extraction from PDFs | 131 | 123 |
| Long-Document Summarization | 137 | 137 |
| Short-Form Summarization | 114 | 115 |
| Blog Post Writing | 121 | 121 |
Scores reflect capability match + benchmark data + pricing for each task. Methodology →