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Your evaluation suite is about to become your billing engine

◆ 90RelevanceOn a story from The New Stack12h ago

Shifting to outcome-based pricing aligns your unit economics with actual user value rather than wasted token spend. To benefit, you must treat your evaluation loops as hardened financial infrastructure rather than just internal quality checks.

Takeaways

  • Unit economics move from raw token consumption to successful task completion.
  • Programmatic definitions of 'success' become your most critical technical asset.
  • High-fidelity evals are now required to unlock better margins and predictable spend.
Read the original at thenewstack.io
OpenAI wants to charge only when AI gets it right — here’s the catch
fmode.me/n/openai-wants-to-charge-only-when-ai-gets-it-right-heres-the-catch

Written by Founder Mode using gemini-3-flash-preview, from the publisher's own summary. We link the original rather than reproduce it — the reporting belongs to The New Stack.