High
Several useful product fields are available.
Data & matching
How GlowMatch matching works
GlowMatch compares what you tell us with available product information. The result is a compatibility score for cosmetic discovery — not a medical recommendation or a promise of results.
What goes into a match
- User-reported profile information
- Confirmed GlowScan observations
- Product characteristics
- Preferences
- Budget
- Environmental context
- Previous product feedback
Sponsored status is not an input into the compatibility score.
Sponsored products use the same formula and appear in a separate, clearly labeled area.
Current weighted model
Concern / goal compatibility35%
Profile compatibility20%
Preferences15%
Budget10%
Routine role10%
Environment5%
Previous feedback5%
Data confidence is separate from your score
Moderate
Enough information exists to score, with some gaps.
Limited
Important product information is missing; use extra care.
Hard exclusions are applied before ranking. A strict price ceiling, confirmed fragrance rule or user-identified ingredient avoidance cannot be overridden by GlowScan, feedback or sponsorship.
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