Real ChatGPT answer · index seedPH5EAobem0scompleteBeauty and personal care · anti-aginginformational
What are the best ingredients backed by dermatologists for fading stubborn red post acne marks left over from adult hormonal breakouts?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the best ingredients backed by dermatologists for fading stubborn red post acne marks left over from adult hormonal breakouts?
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 post inflammatory erythema acne red marks azelaic acid niacinamide retinoids sunscreen evidence AAD Google ↗
post acne erythema treatment topical ingredients dermatology review azelaic acid retinoid vascular redness Google ↗
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Top Skin-Care Ingredients Recommended by Dermatologists · nm.org
- Post-acne Erythema: A Systematic Review of Randomized Controlled Trials on the Comparative Efficacy and Safety of Interventions Across Clinical, Instrumental, and Patient-Reported Outcomes · pmc.ncbi.nlm.nih.gov
- Post-acne erythema treatment: A systematic review of the literature · pubmed.ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist post inflammatory erythema acne red marks azelaic acid niacinamide retinoids sunscreen evidence AAD OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
post acne erythema treatment topical ingredients dermatology review azelaic acid retinoid vascular redness OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |