Lakshmana Deepesh
Funnel Diagnostics Operating Model

Case Study

Funnel Diagnostics Operating Model

Built a weekly funnel diagnostics system that aligned acquisition, activation, and retention teams around one decision loop.

Impact

Improved activation conversion by 11% over two quarters.

Challenge

Conversion discussions were stuck at aggregate metrics. Teams disagreed on root causes because channel quality, onboarding friction, and instrumentation health were not evaluated in one shared framework.

Approach

  • Defined funnel decomposition by channel, audience, and onboarding stage.
  • Created a signal board with conversion, guardrail, and data quality indicators.
  • Prioritized experiments around the largest stage-wise drop-off points.
  • Added retention-linked validation to prevent short-term conversion wins from damaging cohort quality.

Outcomes

  • 11% activation lift over two quarters.
  • Clearer ownership of bottlenecks across marketing and product.
  • More predictable weekly experimentation priorities.