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
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?
Most sales teams write off closed-lost deals too fast. A budget objection in August doesn't mean no in January.
Meytchi AI scores your dead leads 1–100 on recovery probability, tells you the reason the lead went cold, estimates the revenue sitting unclaimed, and writes a personalised opening line for each one.
Works with any CRM export. No setup. Results in 60 seconds.
10 free audits — no credit card required.