Skip to main content
Methodology & Clinical Protocol

From Ingredient Confusion to a Choice You Can DefendWhy generic skincare blogs fail consumers—and how our evidence-backed ingredient protocol delivers clarity you can trust.

Active Overload & Greenwashing

Blind buying leads to barrier damage, product waste, and brand distrust.

The Honest Passport Standard

Mining real consumer interest and stating boundary conditions ("Rules It Out") upfront builds 100% buying confidence.

The four-stage method

The 4-Stage Research Pipeline

  1. Real Consumer Interest Mining (Social Listening)

    Query mining across Reddit (r/AsianBeauty, r/SkincareAddiction), Naver 지식iN, YouTube, TikTok, Olive Young Global, and Amazon Q&A to form 10 canonical questions per ingredient.

  2. Primary Sourcing & The Verbatim Quote Rule

    Claims require a 5 to 30-word verbatim source quote and direct PubMed PMID/DOI links from independent RCTs, CIR, SCCS, or MFDS monographs.

  3. The Chemical "Swap Test" Quality Bar

    "If we replace the target ingredient name with Niacinamide and the sentence remains true, it is rejected as generic fluff."

  4. Anatomy of an "Honest Answer" Passport

    A visual preview card containing:

    • Short Answer (≤60 words)
    • Evidence Grade (Grades A-D)
    • Boundary Condition ("Rules It Out")
    • Gentleness Score (1-5) & Routine Slot

For sellers

Why Transparency Drives the Next Sale

Zero Purchase Hesitation

Stating boundary conditions upfront prevents returns from incompatible skin types.

Routine Layering

Clear routine placement guides shoppers to complete 5-step regimens.

Cross-Border Compliance

Standardized INCI names paired with Korean Hangul script bridge international regulatory gaps.

Early Access & B2B API Beta

Early Access & B2B API Beta

Get Early Access to the SeoulHabit Engine

Join our private beta for Korean cosmetic sellers, brand owners, and skincare enthusiasts. Automate ingredient labeling compliance or test our 5-Step Routine Builder first.

100% Secure. Instant access invitation sent directly to your Google inbox.