Article · editorial draft
Why AI tools alone are not enough
Karait editorial draft · for review before publication
From tools to processes
Define the problem
Model access alone does not assign responsibility. Define the input, acceptable output and the person who approves it.
Integration is part of the solution
Scattered information leaves an assistant with incomplete context. Source freshness and integration quality matter alongside model choice.
Design for exceptions
Missing data, uncertain answers and failed connections need an explicit escalation path.
Measure the outcome
Record baseline time and quality before deployment, then evaluate against the same measures without assuming savings or zero errors.