Industries · E-commerce & DTC
Be the product AI recommends
Shopping answers collapse the shelf to three products. Answr tracks who makes the cut, which review sites decide it, and whether AI is quoting last season’s price.
"best ergonomic office chair under $400"SHOPPING
1$389 ✓ current
Fernway Aeris You
"best value under $400" · cited: top review roundup
2$412
Steelform K2
"most adjustable" · cited: reddit.com/r/officechairs
3$349 · outdated
Corsa Ergo
"budget pick" · cited: stale 2025 roundup
The shelf
3products per shopping answer
Median across five platforms, July 2026
Deciders
71%of citations are review & affiliate sites
Roundup pages and community threads decide the cut
Freshness
9 daysmedian staleness of quoted pricing
Stale price answers convert against you
From product page to top-three answer
Track shopping prompts
Category and product prompts with rank, attribute framing ("best value") and the source that earned it.
Win the review layer
The roundups and threads AI trusts for your category — with gaps where competitors are cited and you are not.
Watch product demand
Keyword-level prompt volume for your lines — spot the rising query before the season peaks.
"AI was quoting our 2025 price and calling us the budget pick. One refreshed roundup later, we’re the value recommendation at full margin."
Head of Growth, DTC home goods brand
Be the recommendation.