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OpenAI introduces GPT-6.1 Sol with lower-cost frontier work in view

The model targets coding, computer use and professional tasks, with standard API token prices below Astra’s.

OpenAI DeepSWE chart comparing GPT-6.1 Sol, GPT-6 Sol and GPT-6 Astra scores against cost per task.
Image: OpenAI ↗Official source image.

THE STORY IN THREE POINTS

  • GPT-6.1 Sol was introduced on September 29.
  • Standard API pricing is $2 per million input tokens and $10 per million output tokens.
  • OpenAI positions it near Astra on several task evaluations.

The model launch

OpenAI introduced GPT-6.1 Sol as an upgrade to GPT-6 Sol for coding, computer use and professional work. Its standard API prices are $2 per million input tokens, $10 per million output tokens and $0.10 per million cached input tokens.

The company says it approaches Astra on several evaluations at lower cost. The announcement provides task-specific results; those remain attributed vendor measurements rather than our own tests.

Editorial context: cheaper tokens are a starting point

A purchasing decision could compare the same set of documents or code changes across models, then count how many results a reviewer accepts. Extra retries, missed details and longer outputs can all affect the cost of producing usable work.

The comparison also needs a consistent tool environment. A model with a different browser, retrieval system or permission set may face a different task, making a headline score difficult to transfer into a deployment decision.

Editorial outlook: what to watch

The useful next evidence would connect pricing with success rates on representative professional workflows.

Developers should record reasoning settings and cache behavior alongside the final bill. A lower price becomes meaningful when the full workflow produces an accepted result within the required time and review budget.

Sources: OpenAI: Introducing GPT-6.1 Sol ↗

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