0:39

In this short commentary, Bill Brown argues that traditional lead aggregators like Angie's List and Thumbtack fail to provide reliable contractor vetting for homeowners. He describes how these platforms act merely as lead buckets, flooding homeowners with endless contacts and leaving them unable to discern which contractors are trustworthy. While acknowledging that some contractors have had limited success with these services, Brown suggests that AI-powered search could represent a fundamentally different, more effective approach for connecting homeowners with qualified contractors.

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