AI Blindspot report
Your brand
AgentPilot · 2026-10-22

We asked ChatGPT 50 questions your shoppers ask. Rival A was mentioned in 10 of them. Your brand in 7.

Mentioned in ChatGPT answers

Questions that name no brand, e.g. “best … under $…”. Count = answers that mention the brand.

Your brand7 of 50
Rival A10 of 50
Rival B5 of 50
Rival C4 of 50
Rival D1 of 50

Head to head

When a shopper asks you vs…You pickedRival pickedNo clear pick
Rival B0 of 33 of 30 of 3
Rival C0 of 33 of 30 of 3
Rival A1 of 32 of 30 of 3
Rival E1 of 31 of 31 of 3
Rival D2 of 31 of 30 of 3

3 questions you lose

  1. “Comfortable women's flats that aren't leather” — named Rival A, Rival C, not you
  2. “Best slip-on sneakers for women” — named Rival B, Rival A, not you
  3. “Men's slip-on sneakers that still look like regular shoes” — named Rival B, Rival A, not you

Who ChatGPT actually recommends

BrandRecommended in
Rival A10 of 50
Brand 1 not on your list9 of 50
Brand 2 not on your list8 of 50
Brand 4 not on your list7 of 50
Brand 5 not on your list7 of 50
Your brand6 of 50

Sites ChatGPT cited most

  • Rival A's own site cited in 9 answers
  • Brand 2's own site cited in 8 answers
  • Brand 3's own site cited in 8 answers
  • Your brand's own site cited in 7 answers
  • Brand 1's own site cited in 7 answers
  • Brand 5's own site cited in 6 answers

The brand's own site was cited in 7 of 50 of these answers.

What we'd fix first

Win the "what should I buy for…" questionsTo verify

On "what should I buy for…" questions, your brand was mentioned in 2 of 15 answers and Rival A in 4. Likely lever: product pages and product data that state the facts these questions ask for (price, size, materials, use case), so AI can match you to them.

Make your own pages the sourceTo verify

ChatGPT cited Rival A's own site in 10 of 50 answers and yours in 7. Likely lever: product and collection pages that answer these questions directly, with complete product data AI can read.