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Building a Niacinamide Filter: How to Tag Skincare Products by Active Ingredient

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.

Jul 6, 202619 min read
What Makes a Moisturizer Non-Comedogenic? A Data-Driven Breakdown

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.

Jul 2, 202614 min read
Niacinamide in Skincare: How to Detect and Score It Programmatically Across 25,000+ Ingredients

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.

Jun 29, 202617 min read
Plexaderm Ingredients: Official List and Silicates

Plexaderm Ingredients: Official List and Silicates

See the current Plexaderm Rapid Reduction Serum ingredient list, what the brand says its silicate technology does, and what the label cannot establish.

Jun 25, 20263 min read
How to Detect Niacinamide in Skincare Products Programmatically

How to Detect Niacinamide in Skincare Products Programmatically

Build reliable niacinamide product filters with normalized INCI names, synonyms, CAS 98-92-0, and a cosmetic ingredient API instead of fragile text search.

Jun 22, 20263 min read
What Makes a Shampoo 'Natural'? A Developer's Guide to Ingredient Classification

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.

Jun 19, 202617 min read
How to Build a Pore-Clogging Ingredient Checker with a Cosmetic API

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.

Jun 15, 202619 min read
Milady's Cosmetic Ingredients Dictionary vs. a Programmatic API: A Modern Alternative

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.

Jun 11, 202618 min read