AI's blind spots
We tracked these brands on the mapou Visibility Index panel. Across 20 buyer-intent prompts × 5 AI engines × multiple monthly runs, none of them got cited. They have real category presence, real customer bases, real retailer relationships, and AI search has not yet caught up. We swapped them off the panel and replaced each one with a brand AI was already recommending in the same category.
brighthousefinancial.com · also known as Brighthouse Life Insurance, Brighthouse, MetLife Brighthouse
Why this brand was retired: PolicyGenius emerging at 478 mentions, 5/5 engines, 20/20 slots; Brighthouse Financial MVI 1, cited 0/100.
rhodeskin.com · also known as Rhode Skin, Rhode Beauty
Why this brand was retired: Clinique emerging at 109 mentions, 4/5 engines, 13/20 slots; Rhode MVI 0, cited 0/100.
truist.com · also known as Truist Bank, Truist Financial Corporation
Why this brand was retired: Charles Schwab Bank emerging at 142 mentions, 4/5 engines, 17/20 slots; Truist MVI 0, cited 0/100.
randco.com · also known as R and Co, R+Co Hair, R&Co
Why this brand was retired: Pureology emerging at 264 mentions, 4/5 engines, 17/20 slots; R+Co MVI 0, cited 0/100.
dremel.com · also known as Dremel Tools, Bosch Dremel, Dremel Rotary
Why this brand was retired: Metabo HPT emerging at 54 mentions, 4/5 engines, 10/20 slots; Dremel MVI 1, cited 0/100.
aerin.com · also known as Aerin Beauty, Aerin Lauder, Aerin Fragrance
Why this brand was retired: Guerlain emerging at 59 mentions, 4/5 engines, 14/20 slots; Aerin MVI 1, cited 1/100.
hublot.com · also known as Hublot SA, Hublot Geneva
Why this brand was retired: Breguet emerging at 117 mentions, 4/5 engines, 14/20 slots; Hublot MVI 1, cited 1/100.
switch-bot.com · also known as Switch Bot, SwitchBot Hub, SwitchBot Curtain
Why this brand was retired: LIFX emerging at 195 mentions, 4/5 engines, 16/20 slots; SwitchBot MVI 2, cited 1/100.
ace.aaa.com · also known as AAA, American Automobile Association, AAA Auto Insurance
Why this brand was retired: Amica Mutual emerging at 263 mentions, 5/5 engines, 17/20 slots; AAA Insurance MVI 2, cited 1/100.
dacor.com · also known as Dacor Appliances, Samsung Dacor, Dacor Modernist
Why this brand was retired: Electrolux emerging at 275 mentions, 5/5 engines, 19/20 slots; Dacor MVI 1, cited 0/100.
nordstrom.com · also known as Tucker and Tate, Nordstrom Tucker + Tate
Why this brand was retired: Target emerging at 335 mentions, 5/5 engines, 17/20 slots; Tucker + Tate MVI 0, cited 0/100.
calvinklein.com · also known as CK, Calvin Klein Inc.
Why this brand was retired: Gap emerging at 352 mentions, 5/5 engines, 16/20 slots; Calvin Klein MVI 0, cited 0/100.
tommy.com · also known as Tommy, TH, Tommy Hilfiger Corp.
Why this brand was retired: Buck Mason emerging at 272 mentions, 5/5 engines, 19/20 slots; Tommy Hilfiger MVI 1, cited 0/100.
Is your brand a blind spot?
Sixty seconds, four AI engines run in parallel (ChatGPT, Gemini, Claude, Grok). If you're not cited, we surface exactly where the gap is. Most blind-spot brands have similar root causes: missing entity architecture, weak third-party citations, content that doesn't match buyer-intent phrasing.