Blog
Latest articles and insights from Dermalytics
Building a Niacinamide Filter: How to Tag Skincare Products by Active Ingredient
Build a bulletproof filter for skincare products with niacinamide: resolve synonyms, anchor on CAS IDs, and ship accurate ingredient tagging with a pre-launch QA checklist.
What Makes a Moisturizer Non-Comedogenic? A Data-Driven Breakdown
"Non-comedogenic moisturizer" isn't a regulated claim—learn to compute pore-clogging risk from INCI data, comedogenicity scores, and formulation weighting.
Niacinamide in Skincare: How to Detect and Score It Programmatically Across 25,000+ Ingredients
Detecting skincare products with niacinamide fails with simple text searches—aliases and OCR errors trip you up. Build a 5-step detection pipeline that actually works.
Plexaderm Ingredients Decoded: What's Really Inside the Instant Wrinkle Cream
Plexaderm ingredients explained: see why the silicate film tightens skin instantly, why it's purely cosmetic, and learn to decode any wrinkle-cream label fast.
How to Identify Niacinamide in Skincare Products: A Developer's Guide to Ingredient Parsing
Spotting skincare products with niacinamide is tricky—it hides as B3, nicotinamide, and vitamin PP. Learn a 5-step pipeline to match it accurately by CAS ID.
What Makes a Shampoo 'Natural'? A Developer's Guide to Ingredient Classification
Natural ingredient shampoo has no legal definition—so how do you classify it? Get 4 defensible models, a 6-step INCI pipeline, and edge-case fixes that prevent greenwashing.
How to Build a Pore-Clogging Ingredient Checker with a Cosmetic API
Discover how to build a pore clogging ingredient checker with numeric scoring. Get the exact API, architecture, and honest limitations.
Milady's Cosmetic Ingredients Dictionary vs. a Programmatic API: A Modern Alternative
Discover how Milady's ingredient dictionary compares to APIs for beauty tech. Learn which tool scales your product features.