Beauty tech and devices sit at the intersection of beauty and consumer electronics. AOVs $100-$1,500+. FDA-cleared vs FDA-approved, YouTube authority, clinical endorsement, and the five crisis patterns that recur in the category.
The CPG shelf moved. The AI shelf is the shortlist a consumer receives when asking ChatGPT for category recommendations. The CPG Citation Stack, why NYT Food and Wirecutter set the anchor, why Reddit and Costco's community won CPG, and the brands competing well.
Outdoor PR may be the first consumer category where AI engines have effectively replaced the buyer's guide. The Outdoor Citation Stack, why OutdoorGearLab matters, what Patagonia and REI built, the YouTube transcript economy, and what doesn't work anymore.