which is more cost effective for deep acne hyperpigmentation at home glycolic acid chemical peels or professional microdermabrasion sessions
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
which is more cost effective for deep acne hyperpigmentation at home glycolic acid chemical peels or professional microdermabrasion sessions
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 Dermatology post-inflammatory hyperpigmentation acne treatment glycolic acid chemical peels microdermabrasion skin of color Google ↗
DermNet postinflammatory hyperpigmentation treatment chemical peels microdermabrasion glycolic acid Google ↗
- Postinflammatory hyperpigmentation · dermnetnz.org
- Post-Inflammatory Hyperpigmentation (PIH) · skinofcolorsociety.org
- 10 tips for clearing acne in darker skin tones · aad.org
- How to fade dark spots in darker skin tones · aad.org
- Treatment recommendations for acne-associated hyperpigmentation: Results of the Delphi consensus process and a literature review · pubmed.ncbi.nlm.nih.gov
- Postinflammatory Hyperpigmentation - StatPearls · ncbi.nlm.nih.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy Dermatology post-inflammatory hyperpigmentation acne treatment glycolic acid chemical peels microdermabrasion skin of color OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
DermNet postinflammatory hyperpigmentation treatment chemical peels microdermabrasion glycolic acid OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |