In AI-driven shopping, Gen Z consumers see beauty picks from media and retailers—leaving brand operators scrambling for control.
Only 25% of AI shopping citations are brand-owned. If you think your PDP is doing the job—it’s not.
Most AI shopping results don’t even link to your site
Here’s the punchline: in the beauty category, only 25% of AI-cited sources were brand-owned, according to a 2025 report from Avenue Z. That means 75% of the links consumers see in ChatGPT and Perplexity go to third-party retailers or publishers. Your Shopify product detail page? Barely in the game.
Even worse: ChatGPT favors publishers like Byrdie, Vogue, and InStyle. A full 98% of its shopping citations pointed to third-party sources. Unless your brand’s getting name-dropped in glossy media, AI isn’t surfacing you at all.
Sentiment scores directly impact AI product visibility
The data doesn’t lie: products with better sentiment scores ranked higher and were shown more frequently across AI responses.
Correlation? A solid r ≈ 0.44.
Some standouts:
- ✨ Rare Beauty had the highest sentiment score: 86.0
- ⚡ Gisou, Saie, and JVN all had high correlation between sentiment and top-3 ranking frequency
If your product reputation sucks, so does your visibility. The AI funnel isn’t just technical—it’s emotional.
Product carousels and featured snippets are new AI battlegrounds
Perplexity isn’t just showing a link or two. It’s building full product carousels with rankings. The first result? Usually a Buy with Pro link—instantly shoppable and optimized for retailers, not brands.
Here’s what else stood out:
- Top position held by Buy with Pro in 55% of cases
- Brand-owned PDPs only appeared in the top slot 15% of the time
- Product snippets often pulled directly from retailer copy, not brand copy
In short: if you’re not feeding structured, high-sentiment, third-party-backed data into these LLMs, you’re toast.
Top brands winning AI shelf space
Want to see who’s doing it right? Across both Perplexity and ChatGPT, these brands dominated AI shopping real estate:
- amika
- Olaplex
- Redken
- NARS
- Urban Decay
These brands appeared frequently and ranked high. Why? Wide retailer distribution, media buzz, strong sentiment, and clean feed data.
Operator checklist: how to fix your AI visibility
If you’re not showing up in AI shopping yet, here’s your game plan:
- ✅ Optimize product reviews and syndicate to platforms where possible (via Bazaarvoice, Shopper Approved, etc.)
- ✅ Clean your product feeds and use structured data (via Feedonomics for example)
- ✅ Push for publisher mentions and media coverage with keywords you want AI to associate
- ✅ Join OpenAI’s and Perplexity’s merchant data programs early
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