2026-08-13
Does your app actually need AI?
Does the user fail a task despite a logical UI? Are there repeated decisions to suggest? Is volume beyond manual handling?
If not, improve the product first. AI on a weak experience multiplies noise.
Audit and consulting exist to say no when no is the professional answer.
