Why your WhatsApp voice agent keeps hallucinating, and the 3-file fix that solved it for 40 agents.
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.
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.