Hardware · Shopper query
“Roofing”
When an AI shopping agent (ChatGPT, Claude, Perplexity) is asked for Roofing, these are the stores it surfaces — in the order the agent returns them. 6 merchants compete for this query. Prices agents surface run $20–$460 (median $140).
What agents return for “Roofing”
- 1
$27 - 2
$62 - 3
$460 - 4
$140 - 5
$200 - 6
$20
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