I need a dermatologist breakdown on choosing the right prescription tretinoin strength for stubborn texture and fine lines when transitioning from over-the-counter retinol.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a dermatologist breakdown on choosing the right prescription tretinoin strength for stubborn texture and fine lines when transitioning from over-the-counter 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
American Academy of Dermatology tretinoin retinoid skin aging irritation start slowly moisturizer sunscreen Google ↗
tretinoin cream prescribing information 0.025 0.05 0.1 photoaging irritation pregnancy Google ↗
- Retinoid or retinol? · aad.org
- A Clinician’s Guide to Topical Retinoids · pmc.ncbi.nlm.nih.gov
- An Updated Review of Topical Tretinoin in Dermatology: From Acne and Photoaging to Skin Cancer · pmc.ncbi.nlm.nih.gov
- Tretinoin Topical: MedlinePlus Drug Information · medlineplus.gov
- DailyMed · dailymed.nlm.nih.gov
- How to select anti-aging skin care products · 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 skin aging irritation start slowly moisturizer sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
tretinoin cream prescribing information 0.025 0.05 0.1 photoaging irritation pregnancy OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |