How AI Lead Qualification Works (and Where It Breaks)
A plain-language walk-through of AI lead qualification: asking only what's missing, rating each criterion with evidence, and handing the decision to a person.
We write about systems we've built, run or broken — the architecture, the approvals nobody warns you about, and where AI should stay out. No keyword filler.
A plain-language walk-through of AI lead qualification: asking only what's missing, rating each criterion with evidence, and handing the decision to a person.
How to wire Meta lead ads and web forms into your CRM and follow-up: webhooks plus pollers, attribution fields, consent checks and the approvals that slow you down.
What we built to recruit door-to-door roofing sales reps, why we replaced a no-code texter, and the lessons from importing real applicants into the new system.
Lessons from building Certified AI for our own company: one database, human approvals, model spend caps, and the failures that shaped the rules.
Where AI belongs in a sales process and where it doesn't: the decisions we keep human in every system we build, and the rule we use to tell the difference.
A roofer's order of operations for automation: lead response, estimate follow-up, proposals, recruiting and invoices — and what should stay human.
30 minutes. We map one workflow and tell you what should and should not be automated.