Teardowns, playbooks and honest stories from building lead systems, AI agents and custom tools for agencies and brokerages.
We shipped an inbound voice agent for a Dubai brokerage that kept inventing building names. Here's the 3-file fix that made it reliable.
Most CRM setups we audit have 12+ stages. Here's the pared-down pipeline structure that closes faster without losing signal.
Honest numbers from a real estate client: cost per qualified meeting, reply rates, and the failure modes nobody tells you about.
"Reply within 5 minutes" is a fantasy without the right routing, escalation paths and Monday-morning accountability.
HubSpot, Notion, Airtable, custom. Here's how we decide, and the mistakes we've made going the wrong way.
The 360dialog rug-pull, the Meta review queue, and why we now default to the slow path for every client.
Attribute-based scoring is dead. Here's the behavioural setup that doubled meeting rates for a mid-market agency.