Engagement Loop Audits

Engagement Loop Audits

When Your Engagement Loop Audit Reveals a Workflow That Fights Itself

You run the audit. The data looks clean. But something feels off. Users enter the loop, hover, then drop. Not because they lost interest — because you...

Engagement Loop Audits

What to Fix First When Your Engagement Loop Rewards the Wrong Behaviors

You built an engagement loop. Users get points for posting, sharing, or reviewing. But then you notice the spam: fake five-star reviews, copy-pasted c...