Real ChatGPT answer · index seedCgNz7SyZgb8completeBeauty and personal care · hair removalinformational
How do dermatologists recommend prepping the facial skin before using an electric razor for the face to avoid micro-tears and redness?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do dermatologists recommend prepping the facial skin before using an electric razor for the face to avoid micro-tears and redness?
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 tips shaving electric razor prepare skin dry wet shaving irritation razor bumps Google ↗
dermatologist advice electric shaver facial skin prep microtears redness cleanser moisturizer pre shave Google ↗
- American Academy of Dermatology's shaving guidance · aad.org
- razor-bump prevention recommendations · aad.org
- Face washing 101 · 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 tips shaving electric razor prepare skin dry wet shaving irritation razor bumps OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
dermatologist advice electric shaver facial skin prep microtears redness cleanser moisturizer pre shave OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |