Marketplace Tech Can AI improve your odds of finding good childcare?
7 snips
May 5, 2026 
Sara Mauskopf, CEO and co-founder of Winnie, a childcare marketplace. She explains why parents now prefer natural-language search and how Winnie built an AI-powered search to return better local childcare matches. Discussion covers connecting to AI agents for booking, bias mitigation using proprietary data, and how startups must rethink priorities as AI moves fast.
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Natural Language Search Matches Parent Expectations
- Winnie rebuilt search to accept natural-language requests from parents.
- The AI agent interprets requests, maps them to Winnie's data schema, plans the search, and returns more relevant, filtered program lists.
AI Started By Automating Back Office Work
- Winnie first used AI to automate back-office and rule-based tasks like photo review and moderation.
- That early automation led the team to embed AI in product features and eventually prioritize rebuilding core search functionality.
Preparing For AI Agents To Book Childcare
- Winnie anticipates a future where users' personal AI agents request child care on their behalf.
- The company is building agent-friendly interfaces to let agents book tours or drop-in slots, making Winnie the bridge to offline providers.