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GPT-6.1 Sol costs a fifth of GPT-6 Astra and halves the price of cached input

It lists at the same price as Claude Sonnet 5.5, but its cached input now costs half as much.

OpenAI released GPT-6.1 Sol on September 29, 2026, and priced it at $2 per million input tokens and $10 per million output. That's a fifth of what GPT-6 Astra costs, and OpenAI's own model page sells it as "Near-Astra performance for complex work at a lower cost."

The list price didn't move from GPT-6 Sol. The cache did. Cached input now costs $0.10 per million tokens, half the old Sol's $0.20, and that's the number Altman led with.

Input
$2.00 per 1M tokens
Output
$10.00 per 1M tokens
Cached input
$0.10 per 1M tokens
Context window
1,050,000
Knowledge cutoff
Apr 30, 2026

Where it sits against Astra

OpenAI's page says 6.1 Sol is for complex coding, computer use and professional work, and tells developers to compare it with Astra on their own tasks to judge the tradeoff between quality and cost. That's a fair warning. The docs call it near-Astra and stop there, and the benchmark tables live on openai.com, which wouldn't load for us today.

A Codex window of JavaScript beside a browser showing a map of Wisconsin and a developer console table
OpenAI's Codex app at work on a desktop project. GPT-6.1 Sol is aimed at coding and computer use. Photo: Wikideas1, CC0, via Wikimedia Commons

On paper the two are close. Both take 1,050,000 tokens of context and write up to 128,000 tokens back, and both have an April 30, 2026 knowledge cutoff. Astra is $10 in and $50 out.

Some settings are gone, too. 6.1 Sol drops the none and minimal reasoning levels that GPT-6 Sol offered, so code that ran the old Sol at none has to move to low. Tool calls need the Responses API.

The comparison that changed

Anthropic launched Claude Sonnet 5.5 the day before, at the same $2 and $10. Its cache reads cost $0.20 per million tokens.

Sonnet 5.5 is priced the same as Sonnet 5 at $2 per million input tokens, $10 per million output tokens, and $0.20 per million tokens for cache reads

From Introducing Claude Sonnet 5.5 \ Anthropic

So GPT-6 Sol and Sonnet 5.5 matched line for line. Now OpenAI's cached input is half Anthropic's. That matters most to agents and coding tools, which send the same long prompt over and over. Anthropic's counter is tokens: it says Sonnet 5.5 typically needs far fewer of them to do the same work, which is why our Sonnet 5.5 brief led with cost per task.

What Altman said

He posted a minute or two before his dots announcement, and kept it to the price.

Sam Altman@sama · OpenAI

6.1 Sol at 1/5th of the price of Astra, and 95% cache read discount! Extremely capable model.

View the post on X

You call it as gpt-6.1-sol. OpenAI says it supports US and EU data residency, though fast mode isn't available with the EU option.

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