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Notes on lead qualification & AI in real estate.

Short, practical pieces — no fluff.

Lead scoring

Why a “black-box” lead score is worse than no score at all

If your agents can’t see why a lead scored 82, they’ll stop trusting the number within a week.

6 min read · Jun 2026
Operations

The five questions every qualifying conversation should ask

Budget and timeline aren’t enough — here’s the shortlist we tuned the assistant on.

4 min read · May 2026
Case study

How a 40-agent office cut response time from 6 hours to 4 minutes

A walkthrough of the rollout — branding, CRM mapping, and the first month of data.

8 min read · Apr 2026