2025
Social-impact crowdfunding platform
Two-sided marketplace across donor and campaign sides.
Outcome
+20% tip rate
Two-sided donations marketplace on a tip-plus-donation model. The revenue surface is donor attention, not donor intent.
- Behavioral recommendations. Surfaced campaigns from each donor's history and giving pattern.
- Unified discovery. Consolidated two parallel search and discovery backends. Unlocked full-funnel analytics and ended the split-experiment problem.
- Experimentation practice. Piloted PostHog, standardized experiment templates, brought three PMs up the curve.