Verified Beauty Data

About / The method

What "verified" means here

Verified Beauty Data is an independent project. We take the claims the beauty industry makes — "this brightens", "this works at 2%", "this is just like the $90 one" — and check them against the primary scientific literature and the actual ingredient labels, then publish the receipts. No brand pays for placement, and no verdict moves for a commission.

01 / What this is

An evidence layer for skincare

Most skincare information online is either marketing or vibes. We're trying to be the third thing: a structured, sourced reference you can actually act on. For every active ingredient we answer the questions a careful shopper actually asks — does it work, at what concentration, at what pH, who should avoid it, and what pairs with it — and tie each answer to a specific study. For real products, we verify the ingredient list, confirm the price, and rank them by price per gram of active, so "expensive" and "effective" stop being the same word.

We also publish what the evidence doesn't show. Where a benefit is in-vitro only, where a clinical trial is small or industry-funded, where a brand's "rice" or "licorice" is a 0.2% garnish — we say so. The honest caveats are the product, not a disclaimer.

02 / How we verify

The method, in full

Ingredient science. Each ingredient page is built from the peer-reviewed literature. We query PubMed directly, read the abstract of every study we cite, ground each claim in what that study actually found, independently re-verify each reference's title and year, and screen out retracted papers. If a claim can't be tied to a real, checkable source, it doesn't ship.

Formula matching. Every product formula is tokenized into its individual INCI ingredients and matched against the EU CosIng database, so naming differences collapse to one ingredient. Our dupe match score is an IDF-weighted similarity: sharing a rare ingredient (Ethoxydiglycol, a specific peptide) counts far more than sharing water or glycerin, which prove nothing.

Products & price. We confirm a product genuinely contains an active by checking its published INCI and where the active sits in the list — a hero ingredient near the top counts; a token at position 28 does not. Prices and product identities are verified live, and we compute price-per-gram-of-active wherever a percentage is disclosed.

03 / Independence

Who pays, and who doesn't

No brand pays for placement or for a verdict. Rankings are computed from price and disclosed actives; the editorial verdicts are our read of that data, and the method stays public so you can disagree with us precisely.

Affiliate links. Some product links are affiliate links — if you buy through them we may earn a small commission, at no cost to you. This never changes which product wins a ranking or what a verdict says: the cheapest-per-active product is named whether or not it carries a commission, and we routinely point to options we earn nothing on. Affiliate links are marked, and carry the appropriate rel="sponsored" attribution.

04 / Corrections

If we're wrong, tell us

The method above is the whole method — so if a formula here doesn't match the bottle in your hand, or a study doesn't say what we claim it says, that's a verifiable error and we want it. Tell us what the label or the paper actually says and we re-verify and update the page. Every page carries a "Verified" date that reflects the last time its content was substantively reviewed, so you can always see how fresh a page is.

05 / Sources

Where the data comes from

  1. EU CosIng

    The European Commission cosmetic-ingredient database — our spine for resolving and normalizing INCI names (so "Aqua", "Water" and "Eau" are one ingredient).

  2. PubMed / primary literature

    Every scientific claim on an ingredient page links to a specific peer-reviewed study, verified through the NCBI E-utilities API — title, year and abstract checked, retractions screened out.

  3. INCIDecoder

    Used to verify each product’s published ingredient list (INCI) and ingredient ordering before we credit a product with an active.

  4. Amazon Product Advertising API

    Live ASIN, price and title verification for every product we rank — so a price is real and current, not copied from a marketing page.

  5. Brand & retailer labels

    Disclosed active percentages, sizes and formulation details, taken from the published label or product page and marked as brand-published.