I am writing a blog post for my skincare clinic website about retinol versus tretinoin efficacy for treating stubborn hyperpigmentation in women over forty. What are the key points?
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The searches the AI actually ran for this prompt.
SEED QUERY
I am writing a blog post for my skincare clinic website about retinol versus tretinoin efficacy for treating stubborn hyperpigmentation in women over forty. What are the key points?
4 real searches · 1 real-search pass
retinol versus tretinoin hyperpigmentation clinical evidence melasma randomized trial reviewGoogle ↗
OBSERVEDComparison
American Academy Dermatology melasma treatment tretinoin retinoid hydroquinone sunscreenGoogle ↗
OBSERVEDConsequence
AAD age spots treatment retinoid tretinoin hyperpigmentationGoogle ↗
OBSERVEDConsequence
postinflammatory hyperpigmentation retinoids skin of color tretinoin reviewGoogle ↗
OBSERVEDReason
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 (4)
Classes come from the query-classifier (a local Laya model). 3 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
retinol versus tretinoin hyperpigmentation clinical evidence melasma randomized trial review Google ↗
American Academy Dermatology melasma treatment tretinoin retinoid hydroquinone sunscreen Google ↗
AAD age spots treatment retinoid tretinoin hyperpigmentation Google ↗
postinflammatory hyperpigmentation retinoids skin of color tretinoin review Google ↗
- Retinoid or retinol? · aad.org
- Melasma: Diagnosis and treatment · aad.org
- The role of topical retinoids in the treatment of pigmentary disorders: an evidence-based review · pubmed.ncbi.nlm.nih.gov
- Treatment of Post-Inflammatory Hyperpigmentation in Skin of Colour: A Systematic Review · pmc.ncbi.nlm.nih.gov
- Treatment of Post-Inflammatory Hyperpigmentation in Skin of Colour: A Systematic Review · pubmed.ncbi.nlm.nih.gov
- An Update on New and Existing Treatments for the Management of Melasma · pmc.ncbi.nlm.nih.gov
- Dermatology: how to manage facial hyperpigmentation in skin of colour · pmc.ncbi.nlm.nih.gov
- Postinflammatory Hyperpigmentation: A Review of the Epidemiology, Clinical Features, and Treatment Options in Skin of Color · pmc.ncbi.nlm.nih.gov
- Melasma: Self-care · aad.org
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
retinol versus tretinoin hyperpigmentation clinical evidence melasma randomized trial review OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
American Academy Dermatology melasma treatment tretinoin retinoid hydroquinone sunscreen OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
AAD age spots treatment retinoid tretinoin hyperpigmentation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
postinflammatory hyperpigmentation retinoids skin of color tretinoin review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |