ChatGPT
“What magnesium form is best for sleep vs anxiety?”
Form-level differences (glycinate vs citrate vs threonate) only surface if your PDP explains them.
For Shopify — Health & wellness
Surfient ships the dosage, ingredient-interaction, and third-party-testing signals ChatGPT, Perplexity, and Google AI Overviews need to cite your wellness store — instead of quoting WebMD or Healthline.
Health & wellness · shopper prompt
Attributes extracted from your catalog
Health & wellness · shopper prompt
Live“magnesium glycinate for sleep, vegan, third-party tested”
Glycinate · 400mg
NSF certified · COA on PDP
Vegan · gluten-free
1 cap / night · 60-day supply
520
SKUs
91%
Coverage
58%
Repeat
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
“What magnesium form is best for sleep vs anxiety?”
Form-level differences (glycinate vs citrate vs threonate) only surface if your PDP explains them.
Perplexity
“Is ashwagandha safe to take with SSRIs?”
Medication-interaction prompts always cite sources that say it explicitly — publishers, not stores.
ChatGPT Shopping
“Best third-party-tested creatine brands in 2026”
COA / NSF / Informed-Sport certifications are the #1 supplement trust signal and most stores bury them in PDFs.
Google AI Overviews
“Morning vs evening — when should I take vitamin D?”
Timing + absorption language wins citations; most PDPs skip it entirely.
ChatGPT
“Pregnancy-safe prenatals without iron for nausea”
Negative-constraint prompts ('without X') reward PDPs with explicit contraindication and exclusion lists.
Perplexity
“Electrolyte mixes low in sugar for athletes”
Nutrition-fact structured data decides whether your SKU shows up for 'low sugar' queries.
The opportunity
Shoppers ask 'how much magnesium should I take for sleep' — AI quotes Healthline because your PDP says '120 capsules, 400mg each' without explaining when, how often, or with what. Guidance belongs on the PDP, not a separate blog post.
Your COA, NSF mark, or Informed-Sport certificate is the single strongest trust signal for AI retrievers. If it's a linked PDF instead of visible HTML, retrievers miss it and skeptical assistants skip you.
'Don't take with warfarin', 'avoid during pregnancy', 'wait 2 hours after coffee' — these are retrieval gold. Most Shopify wellness PDPs omit them because the legal team flagged the liability, leaving retrievers with nothing to cite.
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 supplement PDP gets a dosage + timing callout in plain English (morning / evening / with food / hours apart from X). Surfaces in the PDP body + your products.ndjson feed.
Shipped by Surfient AI Content EngineYour COA, NSF, Informed-Sport, or USP certifications get a visible HTML block on the PDP, not a buried PDF link. Surfient links them into your ai-sitemap with the certifying body as the source.
Shipped by Surfient AI-Ready FilesPublished as structured data so AI retrievers can answer 'is X safe with Y' prompts using your own validated language — with a legal-review flag that pauses publishing until your team signs off.
Shipped by Surfient AI Fix PackShopify's stock Product schema doesn't cover supplement facts. Surfient emits `NutritionInformation` + `SupplementFacts`-style additionalProperty entries so retrievers can compare your SKU to competitors on calories, sugar, caffeine.
Shipped by Surfient AI-Ready FilesInside the app
Live KPIs from the Surfient admin tuned for health & wellness — 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.
Health & Wellness · Compliance + visibility
Updated Just now
Hallucination Guard intercepted 64 unsupported AI claims this month.
Compliant PDPs
AI mentions
Trusted-source rank
Disclaimers shipped
AI engine traffic split · last 30 days
100% attributed
AI-driven revenue
$31,610
+28% MoM
False claims blocked
64
30-day
Source-of-truth API
Live
all 6 engines
Last truth scan
Just now
continuous
Surfient for health & wellness
Generates a per-SKU dosage + timing block drafted from your product label + clinical notes, in your brand voice. Publishes to the PDP body + FAQ accordion + ai-sitemap entry.
Extracts your certificate-of-analysis or third-party-testing metadata from wherever it lives (PDF, image, app) and renders it as structured HTML on the PDP — with a link back to the PDF for humans.
Compares your ingredient list to the FDA / NIH interaction database and flags PDPs missing common contraindication language. Suggests copy your legal team can approve before publishing.
Emits nutrition + supplement-fact JSON-LD automatically so retrievers can compare your SKU against competitors on the specific metric the prompt asks about.
Honest limit
Surfient is not a regulatory consultant, a medical advisor, or a substitute for FDA / FTC review. We publish the facts your team has already cleared. Any interaction-language or claim-substantiation suggestions ship to a review queue — never auto-publish. If your category is highly regulated (cannabis, nootropics, pharmaceuticals), pair Surfient with a compliance counsel.
FAQ
Yes. Bundles get their own PDP entry in the NDJSON feed with the bundled components listed as sub-items. AI retrievers can cite the bundle or the components depending on the prompt.
Surfient indexes your store identically — the indexing layer is category-agnostic. What's different is the compliance burden: regulated categories need every claim substantiated, and our claim-substantiation linter gets used heavily. We recommend pairing us with counsel familiar with FDA / FTC / DEA.
Yes. Every generated block lands in your Surfient Fix queue. Nothing auto-publishes. You can set a policy that all health / supplement content requires explicit sign-off.
Yes. You register prompts — including condition-specific ones like 'best creatine for vegetarians' — and we run them weekly across ChatGPT, Claude, Perplexity, and AI Overviews. We log every response so you can audit whether you're cited and what the source said about you.
Surfient auto-detects product category from your Shopify tags + title + description and applies the right signal set (ingredient explainer for cosmetics, dosage block for supplements). Mixed catalogs work out of the box.
Keep reading
Surfient module · Distribution
Publishes dosage, timing, interaction, and COA signals into llms.txt + ai-sitemap + NDJSON.
Read moreSurfient module · Guard
Catches AI assistants misquoting dosage or safety — which for supplements is both a brand and a legal risk.
Read moreSurfient module · Content
Drafts dosage + timing + interaction language from your label for legal-review sign-off.
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.