The thinking behind seller intelligence.

Research, frameworks and analysis on seller intelligence, the UK property market, seller behaviour, and AI in estate agency.

Decision FormationWhy Sellers MoveThe life events, decisions and human triggers that precede a seller enquiry — before any agent is contacted and before any system records it.
Why People Delay SellingThe Life Events That Precede InstructionsProbate DecisionsDivorce and PropertyThe Downsizing DecisionSchool Catchment and the Hard DeadlineRelocation Decisions
Under the HoodAI, Black Boxes and Why It MattersThe founder's notebook. Architecture decisions, trade-offs and honest reflections on building a system that makes commercial recommendations. Written for founders, engineers and anyone who wants to understand how this actually works — not how it is marketed.
When AI Is Wrong with Complete ConfidenceWhy Every Recommendation Needs a ReasonThe Difference Between Extraction and JudgementWhere AI Belongs in a Commercial Decision