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April 22, 2026Essay

How to build an AI wrapper that doesn't feel like an AI wrapper

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The Lovestack team
9 min read

“Just a wrapper” is a meme for a reason. But a thoughtful wrapper is a real product — and people will pay for it.

The difference is product, not model

Bad wrappers are chat boxes pointed at an API. Good wrappers turn a generic model into a specific tool. The model is the same. The product around it is everything.

Four things that make a wrapper a product

  • A specific job. Not “chat with AI” — “turn a meeting transcript into a follow-up email.”
  • Structured output. Tables, files, drafts your user actually saves. Not walls of markdown.
  • Memory of the user. Their previous outputs, their style, their team. State, not statelessness.
  • A workflow, not a prompt. Multi-step, with the boring steps hidden. Users don't want to be prompt engineers.

The mindset shift

The model is a commodity. Your product is the opinion you have about what the model should do. The opinion is the moat.

Start with Cortex