Definition
Explainability is the ability to provide a human-usable account of why a system produced a particular output or action.
Distinguish it from nearby terms
A rationale generated after the fact can sound plausible without faithfully reflecting model causation; explanation quality therefore needs independent validation.
Check your understanding
Ask whether the explanation is faithful, useful to its audience, stable, and sufficient for the decision at stake.