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Company desk / checked September 30, 2026

OpenAI: what changed, and what it means for you

Models, ChatGPT plans, Codex and now always-on agents. What changed, what it costs you, and what to do.

This week in one paragraph

This week OpenAI turned ChatGPT into a platform: agents (dots), a plan you can spend inside other apps, and a cheaper near-Astra model. It also raised the price of its fastest tier and cut what $200 Pro buys.

+ 4 good for readers − 3 costs or risks

The ledger · newest first

Good news and bad news, dated

  1. + Plus

    Use your ChatGPT plan inside 12 other apps

    “Sign in with ChatGPT” lets Plus and Pro users spend their plan’s ChatGPT Work and Codex usage in apps such as Devin, Warp, Vercel, Notion, Amp and Conductor—no API key. You can cap each app’s weekly share.

    For you: Users: one subscription covers more tools. Startups: your users can pay for AI through ChatGPT instead of you.

  2. + Plus

    dots: always-on agents, first one included

    Agents with their own computer, powered by GPT-6 Astra. Chatting with a Dot does not count against ChatGPT limits.

    For you: Pro and Business Premium users get a free agent; companies building agents now compete with one bundled into ChatGPT.

  3. + Plus

    GPT-6.1 Sol: near-Astra at $2 / $10

    OpenAI says it approaches GPT-6 Astra on coding and computer use at about a fifth of the price—the same list price as Claude Sonnet 5.5.

    For you: Developers: a strong, cheap default to test against Sonnet 5.5.

  4. + Plus

    ChatGPT opens to plugin developers

    Plugin extensions can add side panels, working views and file viewers inside ChatGPT; plugins can react to events via the proposed MCP event spec.

    For you: Builders: a new distribution channel to 1.2 billion weekly users—expect a wave of plugins.

  5. − Minus

    The fastest model now costs $500 a month

    Astra Ultrafast in ChatGPT Work and Codex is exclusive to a new $500 Pro tier (also in the API).

    For you: Heavy Codex users: speed is now a paid upgrade.

  6. − Minus

    $200 Pro reopens at about half the API-dollar usage

    OpenAI says the recalculated plan nets out at roughly half the old API-dollar value; the 5-hour limit will not return.

    For you: Recalculate before renewing; compare with Claude Max and pay-as-you-go.

  7. Reported

    GPT-6.1 Astra reportedly shelved

    Outlets citing the Wall Street Journal say OpenAI cancelled its planned October release over safety testing. OpenAI’s recap does not mention it.

    For you: Don’t plan around a new Astra this quarter.

Models now · API list prices per 1M tokens (input / output)

Which OpenAI model for which job

GPT-6 Astra$10 / $50Hardest work; powers dotsPrice checked Sep 25
GPT-6.1 Sol$2 / $10 (cached input $0.10)Near-Astra coding and agents at a fifth of the pricePrice checked Sep 29
GPT-6 Luna$0.10 / $0.50High-volume, narrow tasksPrice checked Sep 23
Our read · opinion

What to do now

If your product runs on OpenAI models, add Sign in with ChatGPT and let Plus/Pro users bring their own plan. If you build agents, differentiate on a job dots won’t do well yet.

The Anthropic desk →Personal agents compared →The China Desk →
Today: OpenAI dots