AI Product Validation
Problem
Early AI products often look impressive in demos, but users still need a clear reason to trust, understand, and return to them.
Action
I translate product features into user-facing scenarios, test positioning through content, and connect early feedback back into product decisions.
Impact
This creates a tighter loop between product, narrative, and market response before the team spends too much on scale.








