Keith, you mentioned that one of the biggest challenges with AI agents is getting enough domain knowledge to properly ground them. I'm curious how you're approaching that today. Are you mainly solving it by working closely with design partners and extracting workflows directly from business owners, or have you found other methods that work well? Also, you've been experimenting with alternatives to GHL and combining CRM capabilities with agentic workflows through Hermes. How are you thinking about the split between CRM automation and AI agents going forward? Would love to hear your thoughts since I think a lot of builders here are running into the same challenges.

- contractors - roofers - HVAC - moving companies - home service businesses We build the backend systems:AI automations, CRM workflows, lead handling, follow-up systems, outbound infrastructure, etc. A lot of agencies are great at getting attention…but struggle with operations once leads start coming in. That’s where we fit best. If you’re already selling into these industries, feel free to DM me.Could be opportunities to collaborate or help each other scale.

I’ve built an AI-powered automation system for contractors (Roofing, HVAC, Plumbing, Remodeling) that plugs revenue leaks, revives old leads, automates follow-ups, and books appointments automatically. What we provide:• Full GoHighLevel Sub-Account setup• AI lead revival systems• Instant speed-to-lead automation• Review & referral systems• Database reactivation campaigns• 3-Day Client Workshop & onboarding• Professional closer from Europe for sales calls The backend infrastructure is fully operational. Now I’m looking for ONE serious partner who already has connections in the home services industry. You bring the relationships and opportunities.I handle the tech, systems, automation, and fulfillment. 💰 Revenue-share partnership📈 Scalable SaaS + performance model⚡ Built for serious growth If you already know contractors or service business owners and want to build something big together, send me a DM with your background/network. Let’s build.