"AI Explainability"
Using AI to explain AI. What could possibly go wrong ?
Start by making AI debuggable. I don't care if you need an expert to interpret the trace, so long as there is expert around who can.
Then make it easier.
Stop trying to leap to user-friendly at all costs. There can be intermediate steps.