Readability gaps
What a shopper sees compared with what AI can read.
AI visibility for beauty brands
Shoppers ask ChatGPT, Claude, Perplexity, and Gemini which retinol is gentle or which foundation suits their skin. We check whether those assistants can read your product pages, shades, and ingredients, and whether they recommend you. A fixed-price audit for beauty brands.
Which vitamin C serum is fragrance-free?
Here’s one option with a readable ingredient list:
Vitamin C serum · fragrance-free
Source: product ingredientsI can’t verify whether your brand’s serum is fragrance-free from its product page.
Scripted example with fictional brands, not a live assistant response.
See an example finding ↗The audit
We check what ChatGPT, Claude, Perplexity, and Gemini can read about your products — and whether they recommend them. Ingredients, shades, structure. Every detail matters.
What a shopper sees compared with what AI can read.
Which brands the assistants name, with the number of questions asked alongside every figure.
A ranked list of changes for your web team or agency, with evidence they can check.
Illustrative product and sample data. No measured client results.
Explore the full scope ↗Shopper question“best vitamin C serum for sensitive skin”
Select a brand to explore
Your brand, by assistant
Why they winCompetitor A lists its ingredients as page text. Your serum page loads them with a script, so assistants can’t confirm it’s fragrance-free.
Beauty, in focus

The new US$39.99 BEMT sunscreen advertises 16-hour antioxidant protection. Its own directions still call for reapplication at least every two hours.

The new dry-hair mask doubles as a glossy styler. Its pre-shampoo directions and breakage-test comparison help explain who might actually find it less work.

La manta de luz roja cuesta 799,99 dólares en la oferta consultada. Su cobertura corporal impresiona; la evidencia sobre ese modelo merece otra conversación.
Let’s take a closer look
Two weeks from kickoff. Quoted before we start, never hourly. No retainer attached and no guarantee of citations, because nobody can honestly promise that.
Quoted per domain
Set by catalogue size and how many templates need checking, agreed in writing before anything starts. Never hourly, and never revised once the work is under way.