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"Meytchi AI" : Find $48,500 in your dead CRM leads in 60 seconds
Launching today on Product Hunt. Upload your dead lead list every contact scored 1 100 by a RL model re-engagement email written for you. Free: 10 leads, no card. meytchi.io
Why I built the scoring model from scratch instead of using GPT-4
Most people building AI tools in 2026 reach for an LLM first. I did as well.
I tested GPT-4 for lead scoring. Accuracy: 61%. That's 11 points above random guessing. Not good enough to build a product around.
The problem is structural. Dead CRM lead data is sparse : irregular touchpoints, incomplete fields, inconsistent hygiene. LLMs fill in missing signal with plausible-sounding confidence. They can't say "I don't know." They're trained to complete.
So I built a reinforcement learning model trained specifically on re-engagement outcome data. Accuracy: 94%.
That gap ? 61% to 94% , is the entire product. Everything else is presentation.
Question for the PH community: Have you ever tried to re-engage dead leads? What was the biggest friction : knowing who to contact, what to say, or just finding the time?

