AI Fit Assessment
When AI is the right tool vs. the wrong one
AI is likely right
Pattern recognition at scale
Humans slow, machines fast
Generative output needed
Drafts, summaries, code suggestions
Prediction with tolerance
Users accept 80-90% accuracy
AI is likely wrong
Data retrieval tasks
SQL or search, not ML
Deterministic rules
If-then logic, no pattern learning
Basic calculation
Math, not inference
UX friction problems
Design fix, not AI fix