Update: GPT-6 Astra Pro is callable per-token, not just in ChatGPT

OpenRouter now serves Astra's 'pro' reasoning tier at $10/$50, 1.05M context — same weights, dialed up. Who gets it in ChatGPT, and what OpenAI won't say.

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  • The 'pro' tier is now a per-token API model

    On OpenRouter, `openai/gpt-6-astra-pro` went live September 4 at $10 in / $50 out per million tokens — identical to standard Astra, with the same 1.05M-token context and 128K max output. It's the same weights served with `reasoning.mode: pro`, so you get Astra's highest-quality answers on hard tasks by switching one model ID, no ChatGPT subscription needed.

  • In ChatGPT, Pro is gated to the paid plans

    Inside the app, Astra Pro is rolling out to ChatGPT Pro, Business, and Enterprise first; Plus stays on standard Astra and there's no free-tier date. Reports describe the in-app Pro tier as subscription-only and "not sold per token" — which sits awkwardly beside the live per-token OpenRouter listing.

  • Same sticker price — cached input is the real lever

    Astra and Astra Pro both bill $10 input / $50 output per million, but cached input is just $1 per million. For agent loops that resend a big system prompt every turn, that 10x cache discount moves your bill far more than the reasoning tier does — structure for cache hits before you reach for Pro.

  • The catch: OpenAI won't say what 'pro' improves

    OpenAI has published no separate benchmarks, context limits, or capability specs for the Pro configuration — so there's no way to quantify the gain before you pay for it. Treat it as a quality dial to A/B on your own evals, not a documented step up.