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GPT-6.1 Sol

by OpenAI

OpenAI's GPT-6.1 Sol: near-GPT-6 Astra performance on coding and agent tasks at one-fifth of Astra's API price.

Available in EULanguage ModelsModel

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GPT-6.1 Sol at a glance

What is GPT-6.1 Sol?
GPT-6.1 Sol is a model from OpenAI. OpenAI's GPT-6.1 Sol: near-GPT-6 Astra performance on coding and agent tasks at one-fifth of Astra's API price.
Who makes GPT-6.1 Sol?
GPT-6.1 Sol is made by OpenAI.
Does GPT-6.1 Sol work in the EU?
Available in the EU. The official page lists no regional restrictions and gives availability by plan (Plus, Pro, Business, Enterprise, Edu) and via the API. OpenAI's privacy pages mention GDPR support, a DPA, data residency for ChatGPT and API, and an EU DSA transparency report. Last verified 14 Nov 2026.
How much does GPT-6.1 Sol cost?
API pricing. API: $2/M input, $0.10/M cached input, $10/M output. Included in ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu plans. Not yet in ChatGPT Chat. Licence: Proprietary.
Where was GPT-6.1 Sol shown?
In 7 creator videos by Matthew Berman, Matt Wolfe, AI Search. Most recently by Matthew Berman on 14 Oct 2026, at 9:56 in “Google just went FRONTIER (Gemini 4 Argon)”.

Sources: creator videos at the linked timestamps. EU status is information, not legal advice; see how we check.

About

GPT-6.1 Sol is an OpenAI model that upgrades GPT-6 Sol. OpenAI positions it between GPT-6 Astra (its most capable model) and GPT-6 Luna (its low-cost model). It is aimed at agentic coding, computer use and professional work. OpenAI reports it matches Astra on DeepSWE v1.1 and comes within about 2 points on OSWorld 2.0 (offline set, max reasoning effort), at a fraction of the cost per task.

OpenAI also reports gains over GPT-6 Sol on document question answering (GDP.pdf), business workflow automation (AutomationBench) and scientific workflows (Terminal-Bench Science 0.1). On a factuality test of prompts that had previously triggered errors, the factual-error rate at low reasoning effort fell from 11.4% to 7.7%. Astra still scores highest on Terminal-Bench Science (68.1%), and OpenAI recommends it for the hardest research tasks.

Access is through ChatGPT Work and Codex for Plus, Pro, Business, Enterprise and Edu users, and through the OpenAI API as gpt-6.1-sol. It is not yet available in ChatGPT Chat. API pricing is $2 per million input tokens, $0.10 per million cached input tokens and $10 per million output tokens. The name in this entry's alias list ("Ultra Fast" / "Ultrafast mode") refers, according to a YouTube creator, to GPT-6 Astra running on Cerebras hardware. That reportedly runs about eight times faster and costs about six times more. This is not confirmed in the provided official page text, so treat it as unverified.

Key features
  • Near-Astra results on agentic coding, computer use and professional work at one-fifth of Astra's API price
  • API pricing of $2 input, $0.10 cached input and $10 output per million tokens
  • Available in ChatGPT Work and Codex, and via the API as gpt-6.1-sol
  • Higher factual accuracy than GPT-6 Sol on difficult prompts
  • Improved alignment evaluation results over GPT-6 Sol
9 moments

As seen on YouTube

Watch the moment: the exact second top creators show it. Videos load only when you press play, via youtube-nocookie.com.

MA
Matthew Berman10 Oct 2026
Live demo
Everything has been solved

The creator tasked GPT-6.1 Soul with recreating Super Mario World from scratch for the Mod Retro handheld. It has been running in a loop for over 4 days and may finish in a few more. He says cheaper, more efficient models like this make recreating software easy and that he struggles to burn through his tokens.

MA
Matthew Berman30 Sept 2026
Live demo
OpenAI COOKED

GPT-6 Astra running on Cerebras chips, eight times faster than on Nvidia GPUs but about six times more expensive. The creator burned $1,000 in tokens in an hour and a half and showed a side-by-side demo where Ultrafast launched a rocket before standard finished thinking.

MA
Matthew Berman30 Sept 2026
OpenAI COOKED

A smaller, cheaper, faster model that is nearly as good as GPT-6 Astra, priced at $2/M input, $10/M output and $0.10/M cached input. Benchmarks shown include a developer-preference benchmark, GDPval-style PDF tasks and OSWorld, where it matches or is near Astra at a fraction of the price.

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