Briefing
Analysis & Intelligence
Market shifts, field notes, reality checks, and independent reviews on the technology changing real estate.
Zillow adds agentic search features. Here is what agents should watch.
Zillow's latest product update introduces AI-driven search behavior that changes how buyers interact with listings. The implications for agent visibility are more significant than they appear.
The hidden cost of adding AI to a fragmented technology stack.
Adding AI tools to a stack that already has data silos and integration gaps does not fix the underlying problems. It amplifies them. Here is how to identify the warning signs.
Why CRM data quality is becoming an AI problem.
AI tools trained on or operating against messy CRM data do not just produce mediocre output. They produce confidently wrong output. A practical guide to auditing before you automate.
Five technology changes brokerage leaders should plan for now.
AI search, commission structure shifts, document automation, and two other converging forces that will require brokerage-level decisions in the next 12 months.
The lean technology stack for a five-agent real estate team.
Seven capabilities, five primary platforms, fewer duplicate subscriptions. We built and priced a practical operating stack for small independent teams.
Before adding AI, clean your CRM.
The single most useful thing most teams can do before evaluating AI tools has nothing to do with AI. Duplicate contacts, missing fields, and inconsistent tagging are silent tax on every workflow you automate.
The best AI tools for real estate agents, organized by actual workflow.
We stopped organizing AI tools by feature and started organizing them by the work agents actually do. Prospecting, listings, transactions, client communication, and market reporting each have different requirements.
How to evaluate any real estate technology tool before purchasing.
A structured evaluation framework for agents and brokerages. The questions to ask, the trial behaviors to test, and the vendor claims to verify independently.