head-to-head

Thinking Machines: Inkling Small 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 Small OpenAI: GPT-5.6 Terra Pro (batch)
Vendorthinkingmachinesopenai
Quality Score100100
Input Price$0.45/M$1.00/M
Output Price$1.20/M$6.00/M
Context Window524,2881,050,000
Max Output262,144128,000
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 Small costs $0.75 and GPT-5.6 Terra Pro (batch) costs $2.50, so Inkling Small is about 3.3 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 Small.

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

Across the 19 tasks where they differ, Inkling Small scores higher on 7 (Code Completion, Code Documentation, Regex Writing and others), GPT-5.6 Terra Pro (batch) on 12 (SQL Generation, Code Review, Code Refactoring and others).

Pick Inkling Small if you need lower cost or audio input; pick GPT-5.6 Terra Pro (batch) if you need long documents or structured output.

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: Inkling SmallOpenAI: GPT-5.6 Terra Pro (batch)
SQL Generation 125 133
Code Review 128 132
Code Completion 131 118
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 119 122
Bulk Data Labeling 125 119
OCR / Document Parsing 123 131
Table Extraction from PDFs 123 131
Long-Document Summarization 137 137
Short-Form Summarization 123 114
Blog Post Writing 121 121

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

Related comparisons

Anthropic: Claude Opus 5 (batch) vs OpenAI: GPT-5.6 Terra Pro (batch) ByteDance Seed: Seed-2.0-Code vs OpenAI: GPT-5.6 Terra Pro (batch) ByteDance Seed: Seed-2.0-Code vs Thinking Machines: Inkling Small ByteDance Seed: Seed 2.1 Turbo vs OpenAI: GPT-5.6 Terra Pro (batch) ByteDance Seed: Seed 2.1 Turbo vs Thinking Machines: Inkling Small DeepSeek: DeepSeek Flash Latest vs Thinking Machines: Inkling Small DeepSeek: DeepSeek V4.1 Flash vs Thinking Machines: Inkling Small DeepSeek: DeepSeek V4 Flash Latest vs Thinking Machines: Inkling Small

The Model Movers Report

One email every Friday, built from this site's own rankings: the current top five by benchmark score, every model released in the last seven days, and one note worked out from that week's numbers. You can unsubscribe from any issue with one click.