Insights
Insights and Perspectives
On AI, operations, and what it takes to modernize a legacy business without losing what makes it work.
Written from the perspective of leading a 1,100-agent brokerage through AI adoption, digital transformation, and operational change. These articles explore what it actually takes to modernize a legacy business: the decisions, the trade-offs, and the lessons that only emerge over time.
AI Governance
August 2026 · 9 min read
Your Agents Are Already Using AI. Do You Have a Governance Policy?
Fair housing, client data, and agent AI-use policy for brokerages. A practical framework from deploying AI to 1,200 users across 30 offices.
AI Search
June 2026 · 8 min read
Stop Optimizing for Google. Start Engineering for the Answer Layer.
AI search flipped the crawl economy. In real estate, being named in the answer is the new ranking. A field guide to entity presence — no vendor required.
AI Strategy
April 2026 · 7 min read
AI Just Moved from the Cloud to Your Pocket
Google's Gemma 4 runs on your iPhone: no cloud, no data leaving your hands. Local AI is mainstream, and it changes how agents work in the field.
AI Strategy
March 2026 · 7 min read
AI Will Not Replace the Relationship
Real estate is built on trust. AI changes how we operate, not why we exist. Winners use technology to deepen relationships, not replace them.
Operations
February 2026 · 8 min read
From $2B to $7B: What Digital Transformation Actually Looks Like
Digital transformation is an operating discipline, not a project. Lessons from scaling a regional brokerage into a multi-state enterprise over 17 years.
AI Implementation
January 2026 · 8 min read
Deploying Enterprise AI to 1,200 Users in a Relationship Business
We rolled out Google Gemini Workspace and a custom AI chatbot across our entire organization. What worked, what did not, and what I would do differently.