Framework

The AI Native Test

True AI native products identify specific moments in the workflow where prediction, pattern matching, or reasoning change what is possible — and build there. If the answer is 'add a chat box,' you are building a wrapper.

How it works

  1. 1Chat interfaces as a default AI product paradigm should die — they put the burden of knowing what to ask on the user.
  2. 2AI native means the system watches the process, detects the bottleneck, and removes a step the user didn't know they were wasting time on.
  3. 3The better product question: where in this workflow does a user do something that reasoning could do faster and better?
  4. 4Surfacing the right information before the user asks is the signal of genuine AI nativeness.
  5. 5This is as much a design question as an engineering one — it requires rethinking the workflow, not appending to it.

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