AI for movers is mostly one proven use case plus a set of smaller assists. The proven case is inventory: a customer films a walkthrough of their home, the AI recognizes every item in the video and audio, and the result is a structured, priced item list that used to require an estimator's visit. The smaller assists are drafting (follow-up emails and customer replies a human reviews before sending) and lead scoring. The distinction that separates real tools from demos is recognition versus measurement. Reliable AI identifies what an item is; the volume and weight then come from industry-standard cube tables, the Tariff 400-N basis the moving industry has used for decades. Claims that AI "measures" furniture from a single phone camera deserve skepticism. Recognition is a solved problem; single-camera measurement is not. The right mental model is that AI replaces the drive, not the judgment. A video survey does what the in-home visit did, which is build the item list, without the truck roll. The mover still reviews every inventory, corrects mistakes, and approves the price before the customer sees anything. In MoveBlueprint's pipeline, a plausibility check flags physically unlikely items for review, and nothing goes to the customer unapproved. Buying questions that expose weak vendors: where do volumes and weights come from (standard tables, not the model), who approves the estimate before the customer sees it (the mover), and what happens when the AI is wrong (correct it in review, before it matters). Pricing context: standalone AI survey tools run $300 to $500+ per month on annual contracts; MoveBlueprint includes its AI video survey in a $199/mo flat month-to-month plan with the pipeline, quoting, dispatch, and payments.