Real ChatGPT answer · index seedL6aS991CnIUcompleteBeauty and personal care · men's groomingcommercial
What are the top dermatologist recommended treatments for managing painful ingrown hairs on a man neck after a close wet shave?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the top dermatologist recommended treatments for managing painful ingrown hairs on a man neck after a close wet shave?
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 pseudofolliculitis barbae razor bumps treatment shaving tips topical retinoid corticosteroid laser hair removal Google ↗
DermNet pseudofolliculitis barbae treatment shaving topical antibiotics retinoids laser Google ↗
- 6 razor bump prevention tips from dermatologists · aad.org
- A dermatologist's top tips for a healthy beard · aad.org
- Pseudofolliculitis Barbae (Razor Bumps): Images and Management · dermnetnz.org
- Pseudofolliculitis Barbae - Dermatology · merckmanuals.com
- Beyond the Razor: Managing Pseudofolliculitis Barbae in Skin of Color · pmc.ncbi.nlm.nih.gov
- 6 ways to remove unwanted hair · 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 pseudofolliculitis barbae razor bumps treatment shaving tips topical retinoid corticosteroid laser hair removal OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
DermNet pseudofolliculitis barbae treatment shaving topical antibiotics retinoids laser OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |