What is the consensus among skin experts regarding the best concentration of retinol for beginners who want to avoid the dreaded peeling phase entirely?
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The searches the AI actually ran for this prompt.
SEED QUERY
What is the consensus among skin experts regarding the best concentration of retinol for beginners who want to avoid the dreaded peeling phase entirely?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
dermatologist retinol beginner concentration 0.1% 0.2% irritation peeling gradual introduction recommendations Google ↗
American Academy Dermatology retinoid irritation peeling start slowly moisturizer retinol beginners concentration Google ↗
- Retinoid or retinol? · aad.org
- The Best Retinol Products for Beginners 2026, per Experts · today.com
- Retinol serum vs. cream: Derms explain the benefits · today.com
- What Is the Best Concentration of Retinol for Beginners? · marthastewart.com
- Acne: Diagnosis and treatment · aad.org
- 6 Best Retinol Products for Beginners, According to Dermatologists and Testers · glamour.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist retinol beginner concentration 0.1% 0.2% irritation peeling gradual introduction recommendations OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy Dermatology retinoid irritation peeling start slowly moisturizer retinol beginners concentration OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |