GPT-6 Sol and Luna bring OpenAI's new generation to half the API price of GPT-5.6

1 month ago

OpenAI released GPT-6 Sol and GPT-6 Luna on September 22, 2026: the smaller members of the GPT-6 family, at half the API price of their GPT-5.6 versions. What they cost, what OpenAI's own evaluations claim, who can use them in ChatGPT, Codex and the API, and the image fix that followed on September 25. https://openai.com/index/introducing-gpt-6-sol-and-luna/ https://developers.openai.com/api/docs/changelog https://developers.openai.com/api/docs/models

Ask about this presentation

Chapters

  1. 0:00GPT-6 Sol and GPT-6 Luna
  2. 0:21Astra, Sol and Luna
  3. 0:46Half the price of the GPT-5.6 versions
  4. 1:13What OpenAI claims
  5. 1:15Close to the top models for much less per task
  6. 1:51Fewer factual mistakes, shorter answers
  7. 2:15Who gets it
  8. 2:17Who can use them
  9. 2:36An image fix on September 25
  10. 2:56Where to read more
Show transcript
  1. On September 22nd, OpenAI released two new models, GPT-6 Sol and GPT-6 Luna. They're the smaller members of the GPT-6 family, which started with GPT-6 Astra at the beginning of the month. OpenAI trained them with similar methods to Astra, and priced them for everyday work at scale.

    Slide text
    01 02 03 What shipped
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026
    OpenAI

    OpenAI releases GPT-6 Sol and GPT-6 Luna

    September 22, 2026 API, ChatGPT and Codex
  2. Here's how the family fits together, priced per million tokens. Astra is still OpenAI's most capable model, for the hardest work, at ten dollars in and fifty out. Sol is the balance of capability and cost, at two dollars in and ten out. And Luna is for focused, high volume tasks, at ten cents in and fifty cents out. All three read text and images, and take up to about a million tokens of context.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 What shipped
    OpenAI API docs · Models · prices per 1M tokens

    Three GPT-6 models, three price points

    Model Input Output
    Astra · the hardest work $10 $50
    Sol · the balance $2 $10
    Luna · high volume $0.10 $0.50
  3. The headline for anyone paying for the API is price. Sol and Luna cost half what their GPT-5.6 versions did at those models' promotional prices. OpenAI puts that down to better caching and cheaper serving. Repeated context is billed at a tenth of the normal input price, and OpenAI says caching now hits more often by default on GPT-6, which matters most for agents that resend long conversations.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 What shipped
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026 · per 1M tokens

    Half the API price of the GPT-5.6 versions

    GPT-5.6 GPT-6
    Sol · input / output $4 / $20 $2 / $10
    Luna · input / output $0.20 / $1.20 $0.10 / $0.50

    Cached input is 90% off, and caching hits more often on GPT-6.

  4. Next, what OpenAI says they can do.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 What OpenAI claims
    02
    What OpenAI claims
  5. These are OpenAI's own evaluations, and the competitor scores come from other companies' published reports, so treat them as OpenAI's claims. On a test of business workflows across apps, Sol on its extra high setting beat Claude Opus 5 on its maximum setting, at under a tenth of the cost per task. On a test of long software engineering tasks, it came within about a point of the best score from Claude Fable 5, for roughly eighty percent less per task. And Luna, the cheap one, was comparable to Claude Opus 5 at medium effort on that coding test, for ninety three percent less.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 What OpenAI claims
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026 · OpenAI's evaluations

    OpenAI's pitch: near the top, for a fraction of the cost per task

    Business workflows Sol beat Claude Opus 5 at its maximum setting, at under a tenth of the cost per task
    Coding Sol came within about a point of Claude Fable 5's best, for roughly 80% less per task
    Luna comparable to Claude Opus 5 at medium effort on coding, for 93% less per task
  6. Two changes you'd notice in conversation. On conversations where people had flagged a factual error from an earlier model, Sol made about half as many mistakes as GPT-5.6 Sol. OpenAI says those conversations are harder than typical use. And both models pick up the way Astra talks: clearer, with less jargon, fewer details you didn't need, and slightly shorter answers.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 What OpenAI claims
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026

    Fewer factual mistakes, plainer answers

    About half the mistakes Sol, compared with GPT-5.6 Sol, on conversations where users had flagged an error
    Plainer answers less jargon, fewer low-value details, slightly shorter
  7. Finally, who can use them.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 Who gets it
    03
    Who gets it
  8. If you pay for ChatGPT, on Plus, Pro, Business, Enterprise or Edu, both models are in ChatGPT Work and in Codex. They aren't in regular ChatGPT chat yet. On the Free or Go plans, you can try Luna in the desktop app. And developers can call both through the API now.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 Who gets it
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026

    Who can use them today

    Plus, Pro, Business, Enterprise, Edu both models in ChatGPT Work and Codex
    Free and Go Luna, in the desktop app
    API developers gpt-6-sol and gpt-6-luna
  9. One thing to know if you tried them in the first few days. On September 25th, OpenAI fixed a bug in how images were encoded, which had weakened image understanding in Sol and Luna, in the API and in Codex, including computer use. If your work involves images, OpenAI recommends running your evaluations again.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 Who gets it
    OpenAI API changelog · Sep 25, 2026

    Tested them with images before September 25? Test again

    A bug in image encoding weakened image understanding in both models. It's fixed.

  10. OpenAI is clear that Astra is still its best model, and the one to use when results matter most. The announcement and the API changelog have the full numbers. That's GPT-6 Sol and Luna: OpenAI's new generation, at half the API price of GPT-5.6.

    Slide text
    GPT-6 Sol and Luna
    01 02 03 Who gets it
    openai.com · Introducing GPT-6 Sol and Luna · Sep 22, 2026 · OpenAI API changelog

    Astra is still the top model. Sol and Luna are the affordable ones.

    openai.com › Introducing GPT-6 Sol and Luna · developers.openai.com › Changelog

What happened in AI today, in your inbox

One short email each evening. Read it and you’re caught up.

Built with ❤️ in New York