AI customer engagement tools split across 4 jobs-to-be-done — support, sales, research, marketing. Buy by your actual bottleneck, not by vendor marketing.

Lead volume is up, conversion is down. The leverage in real estate AI is at lead capture, buyer discovery, and listing prep — not another chatbot. A practical playbook.

Most insurance AI was built for carriers, not brokers. A practical roundup of broker-side AI tools across 6 categories — intake, quoting, policy review, claims, AMS, CRM.