Catalog Methodology

How We Score and Present LED Face Masks

This catalog is designed for transparent comparison. We normalize product listings into a consistent format so customers can compare products by specifications, disclosure status, and fit.

What We Standardize

Pricing, order terms, wavelengths, LED quantity, material, source details, and listing logistics terms.

What We Do Not Guess

Missing wavelengths, irradiance, or LED counts are shown as missing or pending verification.

What “Score” Means

A listing transparency score for completeness and comparability, not a medical efficacy ranking.

1. Verification Status Labels

Each product card includes a verification label so users can quickly separate spec-rich listings from listings that still require additional documentation review.

Status	Meaning	Typical Use
Spec-Rich	Key fields such as wavelengths, LED quantity, and other technical details are listed.	Good candidates for shortlist comparison and outreach.
Partial Spec	Some core fields are listed, but important technical details are still missing.	Useful for early comparison, but needs validation before marketing claims.
Needs Verification	Too many critical specs are missing or unclear on the source page.	Treat as a lead, not a production-ready listing.
Brand Core	LUMIARA in-house products using brand PDP content and standard store merchandising.	Direct customer purchase flow.

2. Scoring Model (What Increases or Decreases Confidence)

The score is designed to help prioritize comparison and sampling. It rewards transparent specifications and penalizes missing technical fields or risky claim language.

Higher score for disclosed wavelengths, LED quantity, order terms, and richer media/spec tables
Higher score for structured source information and clearer commercial terms
Lower score when key fields are missing (e.g., wavelength or irradiance)
Lower score when claim language requires stronger review before publication

3. Claims Policy (Important)

We normalize listing language into buyer-facing language. Claims and certification mentions are treated as source mentions until documentation is reviewed. We do not present source-page claim text as verified final marketing claims.

“Certification mentions” on a listing are not treated as verified certifications without supporting files
Medical or physiological claims should be reviewed before public campaign use
Missing specs are explicitly labeled instead of inferred

4. Why Prices May Look Different from Typical DTC Pricing

For curated external listings, the current catalog can display quoted starting prices to make comparison easier. This is a comparison mode, not a final retail pricing strategy. Final customer pricing depends on verification, packaging, logistics, warranty, and support model.

5. Data Freshness and Limitations

Source listings can change. Specs, pricing, order terms, and media may update without notice. We treat the catalog as a living decision layer and recommend refreshing data and requesting current documentation before committing to purchasing or publishing claims.

Use the Catalog with the Right Workflow

Start in the catalog, shortlist candidates with strong specifications, then compare them side by side and validate documentation before scaling.

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