ChatGPT Shopping
“Best retinol serum for sensitive skin that isn't over $60”
Concentration + irritancy notes + price have to be extractable together on one PDP.
For Shopify — Beauty & skincare
Surfient turns your INCI lists, skin-type claims, and clinical context into the structured signals AI retrievers cite — so 'best retinol for sensitive skin' leads to your PDP instead of Byrdie.
Beauty · shade match
Undertone · finish · palette
Shopper prompt · ChatGPT
“medium foundation for cool undertones that looks dewy”
Linen 010
Undertone · cool
Sand 020
Undertone · neutral
Amber 030
Undertone · warm
Cocoa 040
Undertone · warm
Espresso 050
Undertone · neutral
Prompts that shape this vertical
Real prompts happening right now on ChatGPT, Perplexity, and Google AI Overviews. Each one is a citation your store can win — or lose — based on the signals your PDP actually publishes.
ChatGPT Shopping
“Best retinol serum for sensitive skin that isn't over $60”
Concentration + irritancy notes + price have to be extractable together on one PDP.
Perplexity
“Which vitamin-C serum is safe to use with tretinoin?”
Combination-safety claims live on publisher sites unless your PDP writes them explicitly.
ChatGPT
“Korean sunscreens for oily skin that don't pill under makeup”
'Pill under makeup' is review-language — retrievers only find it if the PDP says it.
Google AI Overviews
“Fragrance-free moisturizers for perioral dermatitis”
Condition-specific prompts cite stores with explicit 'fragrance-free' + contraindication language.
Perplexity
“Is niacinamide okay alongside salicylic acid every day?”
Routine-building queries pick sources that explain stacking + frequency clearly.
ChatGPT
“Pregnancy-safe acne treatments that actually work”
Pregnancy-safety language is high-stakes; retrievers avoid stores that omit contraindications.
The opportunity
Most beauty PDPs list ingredients but not what each one does, who should use it, or what it conflicts with. AI retrievers cite Byrdie because Byrdie explains. Your PDP has the product — it should also have the context.
Shoppers ask AI 'what works for rosacea' or 'what's safe for eczema'. Without explicit skin-type and condition metadata, your product doesn't get retrieved — even if it's literally formulated for that shopper.
Clinical-study results, SPF values, pH, and concentration percentages often live in hero banners or blog posts — not the PDP body. Retrievers parse the PDP; if the fact isn't there, the fact doesn't exist.
What AI retrievers look for
Each signal maps to a Surfient feature that ships it. Click through for how we build it, deploy it, and keep it current as your catalog changes.
Every PDP gets a plain-English ingredient breakdown — what each active does, typical concentration, who should avoid it. Published into your PDP body + ai-sitemap summary.
Shipped by Surfient AI Content EngineStructured tags (oily / dry / sensitive / rosacea / eczema / pregnancy-safe) on every SKU. Surfaces as additionalProperty on your Product schema and as a column in your NDJSON feed.
Shipped by Surfient AI Fix PackExtracts concentration, pH, SPF, clinical-study citations from wherever they live (banner, blog, app) and ships them into the PDP body where retrievers actually look.
Shipped by Surfient AI-Ready FilesSurfaces 'pairs with' and 'don't use together' relationships as structured data so routine-building prompts cite your store's combinations.
Shipped by Surfient Product Discovery RadarInside the app
Live KPIs from the Surfient admin tuned for beauty — the numbers that actually move the needle for your vertical, not generic SEO vanity metrics. Every panel below is what you’d open the dashboard to on day 30.
Beauty · Surfient dashboard preview
Updated just now
AI engines now quote your ingredient sourcing in 81% of related answers.
Shade-match prompts
Skin-type prompts
Routine prompts
Claim safety score
AI engine traffic split · last 30 days
100% attributed
AI-driven revenue
$38,420
+34% MoM
Top ingredient
niacinamide
412 quotes
INCI compliance
100%
FDA + EU labeled
Last claim audit
6 min ago
auto
Surfient for beauty
Rewrites raw ingredient lists into per-ingredient explainers (2-3 sentences each) in your brand voice. Output lives in the PDP body + FAQ accordion so both humans and retrievers see it.
Tags every SKU with the skin types + conditions it's safe for — and explicitly the ones it isn't. Publishes into Product schema `additionalProperty` + your llms.txt + NDJSON.
Flags PDPs that make 'clinically proven' or '98% saw results' claims without a linked study. Protects you legally and makes retrievers trust your claims more.
Monitors AI assistants for misstatements about your ingredients, pregnancy-safety, or contraindications. Alerts you before one viral wrong answer hurts your brand.
Honest limit
Surfient won't write your clinical testing protocols, replace a dermatologist's review, or substantiate claims that don't have evidence. We publish what's true about your formula — we don't manufacture 'true'. If you need regulatory help, partner with a cosmetic chemist and we'll index what they approve.
FAQ
Yes — we generate the ingredient explainer per SKU and you can render it as a scorecard-style accordion on your PDP. We don't impose a specific UI; we hand you the structured data and the copy and you style it in your theme.
Surfient is not a regulatory consultant. We index what's on your label and flag missing or contradicted claims, but the legal review still belongs to your compliance team. We do surface common claim-substantiation gaps so you know where to look.
AI Visibility Monitor lets you register prompts (including this exact one). We run them weekly across ChatGPT, Claude, Perplexity, and Google AI Overviews and show you the full response — so you can see if your brand is cited, who else was, and why.
There's no Schema.org type for 'clean' (the term is marketing, not regulatory). We publish your free-from list as structured `additionalProperty` entries — 'paraben-free', 'sulfate-free', etc. — which retrievers parse reliably.
Yes, and it's usually where Surfient has the biggest impact — small beauty brands lose to Sephora's editorial content on retrieval. Giving retrievers a better source for your 50 SKUs is faster than fighting for keyword rankings.
Keep reading
Surfient module · Content
Rewrites INCI lists into extractable ingredient narratives so retrievers stop citing Byrdie.
Read moreSurfient module · Guard
Catches AI assistants misquoting ingredients, pregnancy-safety, or contraindications — before a viral wrong answer hurts your brand.
Read moreSurfient module · Monitor
Runs your ingredient + skin-type prompts weekly across ChatGPT, Perplexity, and AI Overviews so you see exactly where you're cited.
Read moreWe’ll run a live audit of your PDPs against the prompts above and show you the exact citation gap — even if you end up using another tool.