Product versions are merged incorrectly
Parfum, eau de parfum, eau de toilette, shades and bottle sizes need model- or variant-specific information that matches the actual product.
Skincare shoppers look for ingredients and intended use; perfume buyers compare fragrance notes, concentration and bottle sizes. Accurate recommendations need verifiable product details, current variants and honest purchase terms. I examine which retailers AI selects and where the evidence is incomplete.

A product family may contain several different formulas and variants. Unsupported therapeutic promises or copied ingredient lists make it harder to identify what a shopper will actually receive.
Parfum, eau de parfum, eau de toilette, shades and bottle sizes need model- or variant-specific information that matches the actual product.
Full ingredient lists and intended uses should follow manufacturer and applicable product documentation. A cosmetic should not be promoted as a treatment without an appropriate basis.
Supplier, batch, shelf-life and original-product claims require verifiable processes and documentation. Slogans do not independently prove authenticity.
Separate product-attribute questions, brand comparisons and retailer selection. The material does not provide patient-specific dermatological advice.
| Shopper question | Evidence required | GEO content task |
|---|---|---|
| Where can I buy an unscented moisturiser with specified ingredients? | Current INCI list, formula, intended use, size and availability | Accurate ingredient and use information on the product page |
| Which shop delivers a specific foundation shade? | Shade code, full product name, imagery, actual stock and shipping | Variant-specific SKU and Product/Offer evidence |
| Where can I compare a certain fragrance concentration? | Concentration, volume, scent profile from official materials, seller and pricing | Precise fragrance and bottle-variant descriptions |
| Which retailer can substantiate product origin and terms? | Approved origin evidence, seller identity, distance-sale rules | Responsible sourcing and returns information |
EAEU Technical Regulation TR TS 009/2011 addresses the safety of perfumery and cosmetic products within its scope. Product labels, permitted claims and regulatory evidence must be checked for the precise category and market.
GAEO's general e-commerce content methodology helps evaluate products, but no measured beauty-retailer GEO success is claimed. Structured data does not guarantee a recommendation.
The workflow starts from product and seller recommendations, then checks whether the available catalogue data is actually correct.
Separate skincare, decorative cosmetics, fragrance, ingredients, variants and brand searches.
Check formulas, shades, packaging, permitted claims, inventory and authentic product documentation.
Specify product pages, comparisons, useful FAQ, delivery policy and structured offer data.
Measure BMR and factual accuracy with unchanged questions, tracking incorrect ingredients or variants.
Three published monthly plans use the same GAEO prices across sectors. Final scope follows the baseline and project requirements.
I lead the strategy; your team implements website and content specifications.
I study your product, create the content and organize publication.
Contractual BMR targets: baseline +5 / +10 / +15 percentage points in months 1 / 2 / 3.
Start with a free mini-audit or a full GEO audit. A monthly plan includes 50 prompts and 5 AI platforms; broader scope is calculated separately.
No. Reviews cannot replace appropriate evidence and authorisation for medicinal claims. Public descriptions must reflect the product's actual regulatory scope.
They identify the actual product version and allow accurate comparisons when the underlying packaging differs.
Variants need precise information and connections to the parent product, not unnecessary duplicate landing pages.
Claims about origin and supply must be supported by real procurement and documentation.
The published audit and monthly plans apply. Scope depends on brands, product lines and shopping intents.

Independent GEO/AEO specialist with business experience since 2008. I personally carry out the diagnostic and build an industry-specific plan, separating verified sources from assumptions.
Professional biography ↗Share your beauty catalogue, main brands and available product evidence. I will propose a useful baseline.
Discuss an initial audit