live a/b — aao in action
Same product. Two flows.
A buyer-agent visits goldenhour.coffee for a 12oz bag of pour-over.
Left: scrape flow. Agent parses HTML, picks cheapest. Standard SEO/GEO-style content optimization wins you nothing here. Right: AAO flow. Agent finds the merchant-agent endpoint, gets cross-sell, brand story, first-time-buyer offer. Watch what merchant voice does to AOV.
flow a · scrape
Personal agent scrapes the page
No merchant input. Picks based on visible price.
waiting...
checkout aov
$0
flow b · merchant-agent
Personal agent talks to GoldenHour's agent
Cross-sell · brand story · first-time-buyer offer.
waiting...
checkout aov
$0