Is it smart to start using CeraVe anti-aging products at age twenty-one or is my skin still too young for retinol
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it smart to start using CeraVe anti-aging products at age twenty-one or is my skin still too young for retinol
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
CeraVe retinol resurfacing serum official ingredients usage precautions retinol sunscreen pregnancy Google ↗
American Academy Dermatology retinoid skin care retinol sunscreen pregnancy irritation Google ↗
- Retinol: Skin Renewal Ingredient · cerave.com
- Retinoid or retinol? · aad.org
- Dermatologist-approved pregnancy skin care · aad.org
- Dermatologist-recommended skin care for your 20s · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CeraVe retinol resurfacing serum official ingredients usage precautions retinol sunscreen pregnancy OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
American Academy Dermatology retinoid skin care retinol sunscreen pregnancy irritation OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |