Clean Data
Know where your data lives.
Know what shape it is in.
Fix it before you feed it to AI.
Defined Processes
You cannot automate what you have not mapped.
Document the workflow first.
Then decide what AI can improve.
Clear Success Metrics
What does good look like?
Define it before you start.
Measure it after you deploy.