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The AI feature is the easy part

DEV Community·Anurag Srivastava·28 days ago
#CdkOohs3
#ai#saas#nextjs#mvp#billing#usage
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Adding AI to a product takes an afternoon. An API key, a prompt, a fetch call. Done. Building the system that runs that AI feature in production is a different problem entirely. How do you isolate data between tenants so Org A never sees Org B's rows? How do you bill for usage and actually block access when the quota runs out? How do you build a dashboard that shows real numbers instead of placeholder charts? I built TubeDigest , a YouTube video summarizer. Teams paste a video URL, get a summary. The summarization is one OpenAI call. The multi-tenant org structure, subscription billing, usage enforcement, caching layer -- that's where the actual work went. This post is about all of that. What's actually running On the surface: paste a YouTube URL, get a summary. Behind that: Postgres Row Level Security handles tenant data isolation. Org A can't query Org B's rows even if the application code has a bug. The database enforces it, not my WHERE clauses. Billing runs through Dodo Payments with real subscriptions.…

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