AI Product Tools / MIF Explorer / Health Check
Review portfolio health, per-entry vanity risk, missing measurement classes, missing domains, and where the current stack is too narrow for an AI-era product system.
Health Check
A Health Check reviews whether your measurement stack is balanced enough for the decision you are trying to make.
Why it matters: It surfaces blind spots, missing classes, missing domains, and over-reliance on weak or incomplete signals.
Example: A stack full of KPIs but no governance or AI signals will look incomplete.
Vanity Risk
Vanity Risk means a measure can look impressive without proving real value.
Why it matters: It keeps teams from chasing numbers that make dashboards look good but do not change the product or business.
Example: High engagement can still be vanity if it reflects dependency instead of value.
Add the measurements you currently rely on to see whether the stack is balanced enough for the decision in front of you.