What did our 5-city data show for junk haulers, and why doesn't it rank anything here?
It showed which review and booking platforms ChatGPT cited about named haulers, and our junk removal leads guide reports those counts. Where junk removal led the seven trades on review platforms, it led by two answers, too close to rank on. So all four ideas rank by the rule behind each, widest reach first.
The study asked ChatGPT about junk removal companies in five cities in two ways: five ChatGPT runs per city that named no company, and 150 ChatGPT answers about named junk removal companies. It's reported separately from our 50-metro study, which doesn't cover junk removal. The figures are counts from one October snapshot.
Its limits: it shows which sites the answers linked, not which ones moved a customer to call, and it says nothing about truck wraps, flyers or social posts, which we didn't measure. Of the five junk removal marketing pages we read on November 1, 2026, none mentioned AI answers, refrigerant rules, mattress programs or city pickup limits.