Inspiration My daughter is building Luvliss, a compliance engine for regulated companies. I wanted to help her find the right customers faster, and that became the starting point for Magpie. What it does Magpie uses AI agents to discover, research, qualify, and prioritize potential customers, then helps prepare personalized outreach. How we built it We combined AI agents, automated research, lead qualification, and customer discovery workflows into one platform. Challenges we ran into The hardest part was finding high-quality prospects while keeping research relevant, personalized, and cost-efficient. Accomplishments that we're proud of We turned a real customer-acquisition problem from Luvliss into a reusable platform that can help other startups too. What we learned Startups do not just need more leads—they need the right companies, the right people, and the right timing. What's next for Magpie We want Magpie to become an autonomous customer-discovery team that can research markets, identify opportunities, and help startups grow with minimal manual work.

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