Building a social engagement product with behavioral tracking and automated insight loops.

The problem

The business needed a product experience that could capture real behavior, surface insight quickly, and create an ongoing engagement loop that users would keep returning to.

The approach

• Defined the product behavior loop and tracking architecture early.
• Built the experience around measurable user actions and reporting needs.
• Connected raw behavior to decision-ready insights that could guide future iteration.

Outcome signals