The question
Beauty shoppers often meet a long page of ingredients, claims, and lifestyle language while still wondering about the basics: Is this meant for someone like me? Where does it fit in a routine? How do I use it? What can I reasonably expect?
This study measures how clearly public product pages answer those questions. It does not score whether a product treats a condition, and it does not make medical judgments.
What we will review
The first edition will review at least 50 publicly available skincare product pages across cleansers, moisturizers, sunscreens, serums, and targeted treatments. We will record category, price range, brand size, and sales channel so the final report can show where comparisons are reasonable and where they are not.
Brands can volunteer a public page for inclusion, but they cannot buy a score or approve the result before publication.
The five-part score
| Area | What a reviewer looks for |
|---|---|
| Fit clarity | Can a shopper tell which routine, preference, or concern the product was made for? |
| Routine clarity | Does the page explain where the product belongs and what it may replace? |
| Use clarity | Are amount, frequency, order, cautions, and important conflicts easy to find? |
| Expectation clarity | Are benefits concrete without diagnosis, treatment, guaranteed, or unsupported outcome claims? |
| Purchase clarity | Are size, price, ingredients, limitations, shipping, and return details understandable? |
How scoring works
Two reviewers will score each page independently using the published questions. Differences are discussed and recorded. A small set of pages will be rescored later to check whether the method produces reasonably consistent results.
Shopper interviews will be used to test whether the scoring areas reflect real questions. Interview comments may shape the framework before the final benchmark, but no quote will be published without permission.
The release gate
The first report will be released only after all three conditions are met:
- At least 50 public product pages have complete reviews.
- At least 20 shopper interviews or guided page checks are complete.
- The scoring notes and material disagreements have been reviewed for consistency.
If the sample cannot support a broad conclusion, the report will say that plainly. Examples may still be useful without pretending they represent the whole beauty market.
Commercial independence
FaceCutie sells consumer subscriptions and offers services to beauty businesses. That relationship will be disclosed wherever relevant. Participation in a free audit or paid pilot will not improve a study score. Sponsored work, affiliate links, editorial comparisons, and original research will remain labeled separately.
Take part
Beauty brands and shops can submit one public product or collection page for a free clarity audit. The response will explain what is easy to understand, what may leave a shopper unsure, and one practical next step.
Submit a product page