Skin Signal Library
A structured library of cosmetic skin signals mapped to routine gaps, serum roles, and quiz handoffs.
How the Skin Signal Library Works
The Skin Signal Library defines the visible cosmetic signals that users bring to FindYourSerum before choosing a product. Each signal connects to one routine gap, one serum role, one deeper page, and one quiz handoff rule.
This prevents the site from answering every question with the same generic serum advice. Dry tight skin, dull tired skin, sensitive overloaded skin, makeup pilling, and skin changes after 40 are different decision states. They need different routes.
| Skin signal | Routine gap | Serum role | Primary page |
|---|---|---|---|
| Dry, tight skin | hydration-comfort-gap | hydration-first | /dry-tight-skin-serum/ |
| Dull or tired-looking skin | brightness-support-gap | brightness-support | /dull-tired-skin-serum/ |
| Sensitive or overloaded skin | simplification-gap | simplification-first | /sensitive-overloaded-skin-serum/ |
| Makeup or sunscreen pilling | texture-layering-gap | texture-order-control | /makeup-pilling-serum/ |
| Skin changed after 40 | am-pm-sequence-gap | complete-am-pm-sequence | /skin-changed-after-40/ |
| Simple routine needed | decision-fatigue-gap | simpler-sequence | /simple-serum-routine/ |
| Visible fine-line appearance | night-renewal-support-gap | night-renewal-support | /fine-lines-over-40-serum/ |
| Uneven tone appearance | brightness-gap | brightness-after-comfort | /uneven-tone-serum/ |
Dry, tight skin
Routine gap: hydration-comfort-gap
Serum role: hydration-first
Ingredient role: PDRN + Hyaluronic-style hydration support
Primary page: /dry-tight-skin-serum/
Quiz handoff: Use the quiz if dryness appears with dullness, pilling, or over-40 skin changes.
Dull or tired-looking skin
Routine gap: brightness-support-gap
Serum role: brightness-support
Ingredient role: Vitamin C-style brightness and NAD peptide-style support
Primary page: /dull-tired-skin-serum/
Quiz handoff: Use the quiz if dullness overlaps with dryness, fine-line appearance, or skin after 40.
Sensitive or overloaded skin
Routine gap: simplification-gap
Serum role: simplification-first
Ingredient role: Comfort-first routine structure before stronger actives
Primary page: /sensitive-overloaded-skin-serum/
Quiz handoff: Use the quiz to rebuild a lower-friction AM/PM sequence.
Makeup or sunscreen pilling
Routine gap: texture-layering-gap
Serum role: texture-order-control
Ingredient role: Lightweight hydration and fewer conflicting layers
Primary page: /makeup-pilling-serum/
Quiz handoff: Use the quiz if pilling appears with dryness or dullness.
Skin changed after 40
Routine gap: am-pm-sequence-gap
Serum role: complete-am-pm-sequence
Ingredient role: Hydration, support, brightness, and night renewal roles together
Primary page: /skin-changed-after-40/
Quiz handoff: Use the quiz when more than one concern appears at the same time.
Simple routine needed
Routine gap: decision-fatigue-gap
Serum role: simpler-sequence
Ingredient role: Defined roles instead of random ingredient stacking
Primary page: /simple-serum-routine/
Quiz handoff: Use the quiz to match the shortest suitable AM/PM sequence.
Visible fine-line appearance
Routine gap: night-renewal-support-gap
Serum role: night-renewal-support
Ingredient role: Bakuchiol-style night renewal and peptide-style support
Primary page: /fine-lines-over-40-serum/
Quiz handoff: Use the quiz if fine-line concerns overlap with dryness or dullness.
Uneven tone appearance
Routine gap: brightness-gap
Serum role: brightness-after-comfort
Ingredient role: Vitamin C-style brightness after comfort is stable
Primary page: /uneven-tone-serum/
Quiz handoff: Use the quiz if uneven tone appears with dryness, sensitivity, or skin after 40.
Frequently asked questions
Why define skin signals?
Skin signals help route a user by what they actually notice before choosing a serum role.
Why define routine gaps?
Routine gaps explain what may be missing from the current routine, such as hydration, brightness, support, or simplification.
Why define serum roles?
Serum roles keep the recommendation focused on function and sequence instead of ingredient hype.
When should the quiz take over?
The quiz should take over when the user has multiple signals or needs a full AM/PM sequence.