Pipeline

How Sharp Leads works

Heavy scraping and AI never run inside HTTP requests. Redis/Horizon supervisors keep discovery, AI, and outreach isolated so the product stays responsive.

1. Step 1

   Stage 1 — Discovery

   Criteria become multi-platform search queries for Maps, LinkedIn company pages, job boards, and ad libraries.

2. Step 2

   Stage 2 — Deep crawl

   Workers visit /about, /services, and /contact to extract contacts and tech-stack signals like Odoo, Shopify, Salla, or custom stacks.

3. Step 3

   Stage 3 — AI evaluation

   A local Ollama model scores quality, detects operational pain points, and drafts Arabic/English ice-breakers.

4. Step 4

   Stage 4 — Decision makers

   Company domains are matched to public profiles for CEO/Director titles with confidence scoring.

5. Step 5

   Stage 5 — Outreach

   Queued WhatsApp and email messages go out with jittered delays to protect sender reputation.