SEMANTIC WEB

Skincare knowledge graph

Explicit relationships between products, ingredients, cosmetic concerns and product claims.

Explore machine-readable ontology ↗

How BuyWise models information

Each product and ingredient has a persistent linked-data identifier. We distinguish the presence of an ingredient from manufacturer marketing claims and from evidence. A link between a product and a cosmetic concern does not mean the product has proven clinical efficacy.

Entities and relations

The model includes SkincareProduct, Ingredient, SkinConcern, ProductClaim and EvidenceStatement. Relations include hasIngredient, addressesConcern, makesClaim and supportedBy. The initial graph is a small curated demonstration, not a complete scientific knowledge base.

Explore the structured data

Download the ontology as JSON-LD or view the existing product-and-ingredient graph. Source-qualified assertions are explicitly attributed to manufacturer descriptions. Ingredient-list data should be rechecked before purchasing.