The Problem: Users start a registry, get stuck comparing products, then leave. Incomplete registry = lost revenue.
Why They Get Stuck: Too many similar yet different products. No guidance on what's right for their situation.
The Solution: An AI copilot that asks a few situational questions ("Twins? Budget? Must-have features?") and instantly recommends the best 3 products – filtered for fit AND optimized for margin.
- Registry completion rate ↑
- Items per registry ↑
- Time to purchase ↓
- Margin per registry ↑
| Decision | Trade-off |
|---|---|
| Conversation flow: personalized chat guidance over search and filter | Consultative sales / Open discovery |
| Dual optimization: prioritizes user fit 1st, product margin 2nd | User trust / Margin optimization |
| Completion score: creates urgency to complete | Completion progress framing / UI simplicity and speed |
| Gap detection: surfaces missed categories for upsell | Proactive intervention / Self-directed experience |
| Brand fidelity: designs for native integration and brand consistency | Seamless user adoption / Jarring bolt-on feel |
- GTM strategy: AI as conversion and margin engine
- Prompt architecture: designed for commercial outcomes
- Product thinking: mapped user decision friction to revenue levers
- Brand fluency: tone, trust signals, and visual system built native to platform
- Rapid prototyping: vibe-coded AI copilot workflow from concept to interface
Independent portfolio concept. Not affiliated with or endorsed by Babylist.