Logan Bishop @lbishopdev
Founder, Hired Hand AI: Building AI Agents, Automations, Architecture, Tools, Sites & Software for Small Businesses. hiredhandai.com Prosper, TX Joined September 2026-
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String similarity says "Store 1000" and "Store 1001" are 0.96 alike (Jaro-Winkler). They're two different branches. Rule I added to my dedupe: if the digits in two names differ, they are never the same business.
@UdayKang7 @NickAbraham12 @apify Good data point. The same logic applies to the list itself: if two scrapes put the same person in your sequence twice, you burn that lift. Did he track reply rate separately from acceptance?
@shiftmick @apify Nice ship. Curious how you handle duplicates across overlapping searches: one dataset per run, or a dedupe key inside the Actor?
@nicolasmore_ Pay-per-event makes that possible because compute for simple Actors is tiny. In my own measurements a data-processing Actor cost me about half a cent per 1,000 records to run (I build Actors too). The interesting part is quality at that price: duplicates and accuracy.
@apify @richardrx Cheap leads get expensive fast if the list isn't cleaned. I'd budget a pass for duplicates, phone formatting (E.164) and role emails (info@, sales@) before anything hits a CRM. That's usually where "under $25" gets a second chapter.
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mick @shiftmick
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