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Large Language ModelsAI Watch (Impress)Published: Oct 27, 2026, 16:00 JST

OpenAI's GPT-6.1 Terra cuts task cost to a third of GPT-5.6 Terra

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OpenAI's GPT-6.1 Terra cuts task cost to a third of GPT-5.6 Terra

3 Key Points

  1. What happened

    OpenAI launched GPT-6.1 Terra for ChatGPT Work and Codex Plus, Pro, Enterprise and Edu users. It scored 15 percentage points higher than GPT-5.6 Terra on Agents' Last Exam at about one-third the cost, and solved 50.3% of Terminal-Bench 4.0 tasks versus 21.5% before.

  2. Why it matters

    The model's biggest gains are in cost efficiency and task completion speed, so teams doing proposal writing, data entry, technical drawing interpretation, and video editing may get more done per dollar and per minute than with the prior model.

WHO IT HITSEnterprise and education users on ChatGPT Work or Codex plans, along with developers building on the gpt-6.1-terra API, are the immediate audience. Teams that run high volumes of document drafting, data entry, or desktop automation could see lower cost per completed task.

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Context & Analysis

OpenAI's pitch for GPT-6.1 Terra centers on the economics of getting work done rather than raw capability alone. On Agents' Last Exam, which evaluates professional work tasks, the model delivered a 15 percentage point higher score than GPT-5.6 Terra at roughly one-third the cost under a medium reasoning setting. Task completion speed was more than three times faster than both GPT-6 Astra and GPT-6.1 Sol. On Terminal-Bench 4.0, which measures autonomous command-line work at maximum reasoning, the model solved 50.3% of tasks versus 21.5% for GPT-5.6 Terra — more than double. On the science-focused Terminal-Bench-Science 0.1, it came within 5 points of Claude Opus 5.5 at an estimated cost less than one-fifth of that model. The release also improved factual accuracy on difficult prompts and cleared the Critical threshold in OpenAI's Preparedness Framework for cybersecurity.

FAQ
Which users can access GPT-6.1 Terra right now?
It is available to Plus, Pro, Enterprise, and Edu users of ChatGPT Work and Codex.
How much does the developer API cost?
The gpt-6.1-terra API is priced at $1 per 1M input tokens, $0.05 per 1M cached input tokens, and $5 per 1M output tokens.
What kinds of tasks is it built for?
OpenAI positions it for daily work such as proposal writing, interpreting technical drawings, data entry, and video editing.
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Also reported by AI Weekly, Artificial Analysis, OpenAI Blog, SiliconANGLE AI, THE DECODER

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