# See what AI engines don’t understand in your beauty product pages. > Verity Score analyzes what AI engines retrieve about your skincare: INCI, actives, skin types, proof, precautions. You get a readability score (the GEO audit) and the priority fixes to make in Shopify. - Canonical: https://verityscore.io/en/solutions/beauty-cosmetics/ - Language: en ## The problem Your formulas convince your customers. Can AI read them? ### Your INCI and actives are not comparable AI compares formulations: active concentrations, allergens, texture. If your ingredients only live as free text at the bottom of a tab, your products drop out of the comparison before being evaluated at all. ### Claims with no attached proof "Dermatologically tested", "non-comedogenic", "92% natural origin": a cautious engine looks for proof and consistency across page, reviews and brand pages. An isolated, unverifiable claim gets discarded, and the product with it. ### No answer to routine questions Beauty questions are contextual: which moisturizer pairs with retinol, which SPF for oily, blemish-prone skin? Without structured conversational content, AI builds the routine with another brand's products. ## The cost of waiting Beauty is the textbook category for advice queries, and advice is moving to AI assistants. Every routine built without your products is a sale displaced to a better-documented brand, often less legitimate than yours. Brands that structure INCI, proof and compatibilities are better placed to be understood and cited on their segment: sensitive skin, clean beauty, anti-aging. That spot is being claimed now, while most competitors are not paying attention. ## The benefits ### Your products matched to the right skin profiles The audit checks that skin type, need and contraindications are machine-readable, so AI proposes your products to the profiles you target. ### Your proof finally working for you Tests, certifications, natural-origin percentages: the audit checks every claim is tied to consistent proof across page, reviews and content, which cautious engines require in beauty. ### Win formulation comparisons Structured INCI and actives make your products comparable. When AI weighs alternatives, your formulation exists in the discussion. ### A prioritized plan, not an endless list Recommendations ranked by potential revenue impact: which pages to fix first, which proof to expose, which content to create. Applicable in Shopify without a redesign. ## FAQ ### Cosmetics regulation already frames our claims, what does your audit change? The audit invents no claims: it checks that your existing claims are readable, proven and consistent across your surfaces. Precisely because beauty is regulated, AI engines favor brands whose proof is verifiable. ### We have thousands of customer reviews, isn't that enough? Plentiful but unmarked-up reviews are hard for a machine to use. The audit checks your reviews are structured (schema.org), tied to the right products and consistent with your claims. That is the difference between having proof and making it readable. ### Independent brand against big groups, do I stand a chance? Yes, that is precisely the opportunity. AI engines answer specific questions (reactive skin, a given ingredient, clean beauty) where a specialized, well-documented brand can be the best answer regardless of media budget. ### Our content agency already produces a lot, does this replace them? No, it directs them. The audit shows what AI engines cannot find or understand about you: your agency then knows exactly what to produce and how to structure it, instead of publishing blind. ### Do you guarantee a spot in ChatGPT answers? No. Nobody controls a generative engine's answer, and promising otherwise would be dishonest. The audit fixes what makes your products unreadable or unverifiable: a technical readability prerequisite, not a guarantee of citation. ### The audit is free, what's the catch? No catch: it is the free tier of the Verity Score Shopify app. Score, diagnosis and priorities are included. Paid tiers add assisted fixing and monitoring, if and when you need them. ## Take action The free GEO audit is available at https://verityscore.io/en/solutions/beauty-cosmetics/ (form, no credit card).