Real ChatGPT answer · index seedd1Vw2B2DvjEcompleteBeauty and personal care · men's groominginformational
My husband struggles constantly with painful ingrown hairs on his neck after shaving, so what dermatologist recommended treatments or grooming techniques can fix this?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
My husband struggles constantly with painful ingrown hairs on his neck after shaving, so what dermatologist recommended treatments or grooming techniques can fix this?
1 real search · 1 real-search pass
dermatology pseudofolliculitis barbae treatment shaving technique topical retinoids laser hair removal guidelineGoogle ↗
OBSERVEDInstruction
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
dermatology pseudofolliculitis barbae treatment shaving technique topical retinoids laser hair removal guideline Google ↗
- Pseudofolliculitis Barbae - Dermatology · merckmanuals.com
- Pseudofolliculitis Barbae (Razor Bumps): Images and Management · dermnetnz.org
- Review of treatments for pseudofolliculitis barbae · pubmed.ncbi.nlm.nih.gov
- Beyond the Razor: Managing Pseudofolliculitis Barbae in Skin of Color · pmc.ncbi.nlm.nih.gov
- DERMATOLOGIC CONDITIONS IN SKIN OF COLOR · aafp.org
- Best Practices for Managing Pseudofolliculitis Barbae: An Expert Consensus Delphi Study | Hair Disorders | JAMA Dermatology · jamanetwork.com