Just finished building a system that helps SaaS teams turn search intent into demo opportunities—without the usual manual grind. It starts with a single Apollo search URL. From there, the system: • Scrapes leads via Apify • Filters out incomplete or duplicate data • Verifies emails to avoid bounce issues • Sends the valid leads to Perplexity for context (what they do, who they serve, etc.) • If there’s enough info, ChatGPT writes a personalized intro line • The lead + icebreaker is then auto-fed into an Instantly cold email campaign • Finally, the system updates the database so you don’t hit the same lead twice The entire pipeline runs automatically, and every message feels handcrafted—even at scale. If you’re doing cold outbound to book demos, this kind of setup is a game-changer for making your outreach smarter, not louder. Happy to walk through it if anyone’s building something similar or wants to jam on cold systems.