59:13

A Land Geek Night YouTube episode (host Scott Bossman with guests Fred of Reworked AI and Mark J. Podolsky) discussing how Reworked AI’s model "Betty" uses supervised machine-learning and paid demographic data to score property-owner lists and predict owners likely to sell. Fred explains the data-enrichment pipeline (owner/mailing verification, paid demographic APIs), propensity scoring, and the customer workflow (upload list → Betty enriches and scores → download scored file). Claimed customer benefits include large mail-cost reductions (Fred cites ~7–12× savings on mailer costs), higher-quality deal flow, and cross-industry applicability (roofing, solar, insurance) via similar ML/data approaches. The transcript also covers product pricing examples, data-purchase costs, practical tips (don’t over-scrub lists; mail strategically), and common user questions about hallucination, privacy, skip-tracing and property-level filters.

Questions this video answers

Approximately 7–12× cost reduction (example: reduce a 3,500-piece mailer to about 1,100–1,200).

$149 for a 3,500-record run (tier example mentioned).

About $1.2 million (to purchase comprehensive demographic data access from one vendor).

He cites a 7–12% response rate (with variance and caveats).

72 properties in his third year (small deals, singles).

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