
MyCQL
Verified B2B Email Leads Across 15+ Countries
What it does
MyCQL is a global B2B email lead platform built around structured filtering and multi-layer validation. Instead of massive uncontrolled databases, MyCQL focuses on curated, export-ready datasets with bounce reduction logic and controlled usage. Designed for compliant outreach across Europe, APAC, Middle East, and North America.
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Hi HN, I’m Tullie, founder of Shaped. Previously, I was a researcher at Meta AI, worked on ranking for Instagram Reels, and was a contributor to PyTorch Lightning. We built ShapedQL because we noticed that while retrieval (finding 1,000 items) has been commoditized by vector DBs, ranking (finding the best 10 items) is still an infrastructure problem. To build a decent for you feed or a RAG system with long-term memory, you usually have to put together a vector DB (Pinecone/Milvus), a feature store (Redis), an inference service, and thousands of lines of Python to handle business logic…

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