Niche research
Cosmetic Ingredient Scanner
Every one of the 3,962 reviews has its own label and complete text below. Choose an app, topic, rating, or search for an exact phrase.
3,962
source reviews in niche
19
apps in corpus
0/7
patterns translated
100%
reviews carry a label
Per-review labelling
94.7% have a specific topic; ambiguous texts are not over-interpreted
3,962 / 3,962
Detailed app labelling
Additional themes formed independently inside each individual product
19 / 19
Evidence threshold and limitations →
Complete niche corpus
All apps and reviews
Every review is labelled. “Deep topics” are formed inside one app; “category topics” use strict cross-category rules and an honest sentiment label for ambiguous remainder.
Showing 19 of 19
EWG's Healthy Living500 reviewsdeep topicsindispensable tool for finding safe products · UI bugs: can't tap products, freezes, errors · product database too small
Yuka - Food & Cosmetic Scanner500 reviewsdeep topicsingredient scanner changed shopping habits · scoring methodology is flawed · scanner broken or app crashes
Think Dirty – Shop Clean499 reviewsdeep topicshelpful tool for clean shopping decisions · paywall blocks all useful features · missing products and broken scanner
OnSkin: Beauty Product Scanner495 reviewsdeep topicsscanning improved skin · subscription trap · skin type personalization
Olive: Food & Cosmetic Scanner433 reviewsdeep topicsforced subscription trap · scanner helps make healthy choices · long onboarding before paywall
Lovi - AI Skin Care Scanner238 reviewsdeep topicsimpossible to cancel subscription · recommendations genuinely improved skin · price not justified for a paid advisor
SkinSAFE: AI Skincare Scanner214 reviewsdeep topicsallergy scanner lifesaver · paywall trap · bugs and crashes
Thea - #1 Beauty App195 reviewsdeep topicsproduct matching and ingredient analysis · paywall after long onboarding · skin improvement results
SkinSort - Skincare Scanner176 reviewsdeep topicsingredient analysis and routine matching · subscription trap and unexpected charges · bugs and technical failures
EPICA: Your Daily Beauty Guide159 reviewsdeep topicsstep-by-step makeup tutorials · face and color type analysis · subscription trap and cancellation issues
AI Skin Scanner - SkinGuru121 reviewsdeep topicssubscription trap · quick and helpful diagnosis · inaccurate scan results
Mary Kay® Skin Analyzer109 reviewsdeep topicsvalue for consultants and customers · photo capture fails · crashes and technical errors
Skan - #1 Skincare App105 reviewsdeep topicsgeneral praise · subscription trap · everything behind paywall
Lumi Skin:The Skincare Scanner78 reviewsdeep topicsscanner helps choose skin-compatible products · scan limit and paywall trap · accuracy and trustworthiness of results
Reveal it - Product Scanner39 reviewsdeep topicsmandatory onboarding questionnaire · subscription trap and refunds · scanner fails to recognize products
Glow - AI Skin Scanner29 reviewsdeep topicsgenuinely helpful for skincare · paywall after onboarding · shocking subscription price
INCI Beauty - Cosmetic scanner28 reviewsdeep topicshelpful for choosing safe products · product database: user submissions and moderation · design and dark mode issues
Clearya25 reviewsdeep topicsawareness and toxin-free shopping · store integration and product search gaps · ingredient database accuracy and coverage- SkinJoy: AI Cosmetic Scanner19 reviewsdeep topicsads after every tap · hidden subscription and unexpected charges · ingredient scanner value