What are the pros and cons of upgrading my salon clients from retinol to tretinoin during the dry winter months
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the pros and cons of upgrading my salon clients from retinol to tretinoin during the dry winter months
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
American Academy of Dermatology tretinoin retinoid dry skin irritation winter moisturizer retinol prescription Google ↗
FDA tretinoin cream prescribing information irritation pregnancy topical tretinoin Google ↗
- Approval Label_020475Orig1s029lbl.pdf · accessdata.fda.gov
- Retinoid or retinol? · aad.org
- Cold weather and your skin · aad.org
- Tretinoin Topical: MedlinePlus Drug Information · medlineplus.gov
- Moisturizer: Why you may need it if you have acne · aad.org
- How to pick the right moisturizer for your skin · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology tretinoin retinoid dry skin irritation winter moisturizer retinol prescription OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
FDA tretinoin cream prescribing information irritation pregnancy topical tretinoin OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |