Which moving idea comes from our data, and where do the rules take over?
Idea 1 comes from the mover outlier among the seven trades in our 5-city study: government sites in answers that named no company. Ideas 2 to 4 rest on federal rules and guidance, and idea 5 on practice, because we collected no mover review, site-feature or season data.
The study asked ChatGPT about moving companies in five cities in two ways: five ChatGPT runs per city that named no company, and 150 ChatGPT answers about named moving companies. It's reported separately from our 50-metro study, which doesn't cover movers. The figures are counts from one October snapshot.
What it can't say: whether a claims page or a clean complaint record wins a move, or anything about realtor referrals, wraps or promotions, which we didn't measure. Of the four moving company marketing pages we read on November 1, 2026, none mentioned AI answers, FMCSA records, claims, valuation or hazardous materials.