OpenAI releases GPT-6.1 Sol for complex coding and professional work at a fifth of Astra's price

1 week ago

OpenAI released GPT-6.1 Sol on September 29, 2026, for complex coding, computer use and professional work. What it costs next to GPT-6 Astra and GPT-6 Sol, Multi-agent in beta, and who can use it in the API. https://developers.openai.com/api/docs/changelog https://developers.openai.com/api/docs/models/gpt-6.1-sol https://developers.openai.com/api/docs/pricing https://developers.openai.com/api/docs/guides/responses-multi-agent https://developers.openai.com/api/docs/guides/latest-model?model=gpt-6-astra

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Chapters

  1. 0:00GPT-6.1 Sol
  2. 0:14What it is
  3. 0:15Close to Astra, for less
  4. 0:29The middle of the GPT-6 family
  5. 0:40A million-token context
  6. 0:54What it costs
  7. 0:56A fifth of Astra's price
  8. 1:08Cached input at half the old rate
  9. 1:23Batch, Flex, Fast and long prompts
  10. 1:36Multi-agent, in beta
  11. 1:38Subagents in one request
  12. 1:55When subagents help
  13. 2:09Who can use it
  14. 2:10API usage tiers
  15. 2:24US and EU data residency
  16. 2:37Tool calling needs Responses
  17. 2:53Reasoning starts at low
  18. 3:03Switching from GPT-6 Sol
Show transcript

GPT-6.1 Sol

01020304What it is
OpenAI API changelog · Sep 29, 2026 · OpenAI API docs · GPT-6.1 Sol model page
OpenAI

OpenAI releases GPT-6.1 Sol

September 29, 2026Complex coding and professional work

On September 29th, OpenAI released GPT-6.1 Sol, a model for complex coding, computer use and professional work. It's in the API, through the Responses and Chat Completions endpoints.

What it is

GPT-6.1 Sol
01020304What it is
01
What it is

What the model is.

Close to Astra, for less

GPT-6.1 Sol
01020304What it is
OpenAI API docs · GPT-6.1 Sol model page

OpenAI says it comes close to Astra for less money

OpenAI's advice is to compare the two on your own tasks.

OpenAI describes GPT-6.1 Sol as near-Astra performance at a lower cost, which is OpenAI's own claim. Its advice is to run both on your own tasks and weigh quality against price.

The middle of the GPT-6 family

GPT-6.1 Sol
01020304What it is
OpenAI API docs · Using GPT-6 · Models

GPT-6.1 Sol is now the middle of the GPT-6 family

GPT-6 Astrahighest intelligence
GPT-6.1 Solbalanced speed, cost and intelligence
GPT-6 Lunafastest and most cost-effective

It takes the middle spot that GPT-6 Sol held a week ago. Astra is for the hardest work, Sol balances speed, cost and intelligence, and Luna is the fast, cheap one.

A million-token context

GPT-6.1 Sol
01020304What it is
OpenAI API docs · GPT-6.1 Sol model page

Text and images in, text out, with a million-token context

Context window1,050,000 tokens
Longest reply128,000 tokens
Knowledge cutoffApril 30, 2026

It takes text and images and writes text. The context window holds about a million tokens, one reply can run to 128,000 tokens, and its knowledge stops at April 30th, 2026.

What it costs

GPT-6.1 Sol
01020304What it costs
02
What it costs

What it costs.

A fifth of Astra's price

GPT-6.1 Sol
01020304What it costs
OpenAI API docs · Pricing · per 1M tokens · openai.com · Introducing GPT-6.1 Sol · Sep 29, 2026

GPT-6.1 Sol costs a fifth of Astra per token

Per 1M tokensInputOutput
GPT-6.1 Sol$2$10
GPT-6 Astra$10$50

Per million tokens, GPT-6.1 Sol costs 2 dollars in and 10 dollars out. Astra costs 10 and 50, so OpenAI puts Sol at one fifth of Astra's standard prices.

Cached input at half the old rate

GPT-6.1 Sol
01020304What it costs
OpenAI API changelog · Sep 29, 2026 · OpenAI API docs · GPT-6.1 Sol model page

Cached input costs half what it did on GPT-6 Sol

Cached input, per 1MPriceShare of input
GPT-6 Sol$0.2010%
GPT-6.1 Sol$0.105%

The list prices match GPT-6 Sol, but repeated context got cheaper. Cached input was 20 cents per million tokens. On GPT-6.1 Sol it's 10 cents, 5 percent of the normal input price.

Batch, Flex, Fast and long prompts

GPT-6.1 Sol
01020304What it costs
OpenAI API docs · Pricing · per 1M tokens · OpenAI API docs · GPT-6.1 Sol model page

The price moves with how you run it

Batch and Flexhalf price: $1 in, $5 out
Fast modedouble: $4 in, $20 out
Prompts over 272K tokens2× input, 1.5× output, for the whole request

Batch and Flex processing cost half. Fast mode costs double. And a prompt over 272,000 input tokens doubles the input price and adds half to the output price, for the whole request.

Multi-agent, in beta

GPT-6.1 Sol
01020304Multi-agent, in beta
03
Multi-agent, in beta

Multi-agent, in beta.

Subagents in one request

GPT-6.1 Sol
01020304Multi-agent, in beta
OpenAI API changelog · Sep 29, 2026 · OpenAI API docs · Multi-agent guide

GPT-6.1 Sol can hand work to subagents in one request

Multi-agent, in beta in the Responses API

GPT-6.1 Sol supports Multi-agent, in beta. In one Responses API request, the model spins up subagents, runs them in parallel, and combines their work into one answer. Among GPT-6 models, the guide lists only Sol.

When subagents help

GPT-6.1 Sol
01020304Multi-agent, in beta
OpenAI API docs · Multi-agent guide

Subagents suit work that splits into independent pieces

Suitedseparate parts of a large codebase
Less suitedsteps that each depend on the last
Betamore tokens, and item schemas may change

OpenAI suggests it for work that splits cleanly, like separate parts of a big codebase. It helps less when each step depends on the last. Subagents can raise token use, and the beta's schemas may change.

Who can use it

GPT-6.1 Sol
01020304Who can use it
04
Who can use it

Who can use it, and how.

API usage tiers

GPT-6.1 Sol
01020304Who can use it
OpenAI API docs · GPT-6.1 Sol model page

The API's free tier can't use GPT-6.1 Sol

Usage tierRequests / minTokens / min
Tier 1500500,000
Tier 515,00040,000,000

On the API's free tier, GPT-6.1 Sol isn't supported. Usage tier 1 starts at 500 requests a minute. Tier 5 reaches 15,000 requests and 40 million tokens a minute.

US and EU data residency

GPT-6.1 Sol
01020304Who can use it
OpenAI API docs · GPT-6.1 Sol model page · OpenAI API docs · Pricing · per 1M tokens

US and EU data residency, without Fast mode in the EU

Regional processing adds 10% where it's available.

GPT-6.1 Sol supports US and EU data residency, but Fast mode is unavailable with EU residency. Regional processing adds 10 percent to the price where it's available.

Tool calling needs Responses

GPT-6.1 Sol
01020304Who can use it
OpenAI API docs · GPT-6.1 Sol model page · OpenAI API docs · Using GPT-6

Tool calling needs the Responses API

Responses APItools, including web search, computer use and MCP
Chat Completionsrequests without tools

For tool calling, use the Responses API, where Sol gets web search, file search, computer use, MCP and more. Chat Completions works only without tools. GPT-6 Sol allowed function calls there with reasoning turned off.

Reasoning starts at low

GPT-6.1 Sol
01020304Who can use it
OpenAI API docs · GPT-6.1 Sol model page · OpenAI API docs · Using GPT-6

Reasoning effort now starts at low

lowmedium · defaulthighxhighmax

The none and minimal settings aren't supported.

Reasoning effort runs from low, through medium, the default, up to max. The none and minimal settings aren't supported. On GPT-6 Sol, none was available.

Switching from GPT-6 Sol

GPT-6.1 Sol
01020304Who can use it
OpenAI API docs · Using GPT-6

Moving from GPT-6 Sol? Read OpenAI's migration guidance first

developers.openai.com › Using GPT-6 › Migration quickstart

If you already use GPT-6 Sol, OpenAI asks you to review its migration guidance before switching. It's in the Using GPT-6 guide, on OpenAI's developer site.