Real ChatGPT answer · index seed1hBi8CZ9Go0completeBeauty and personal care · clean beautyinformational
How do dermatologists recommend transitioning a traditional skincare routine entirely over to clean beauty products?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do dermatologists recommend transitioning a traditional skincare routine entirely over to clean beauty products?
2 real searches · 1 real-search pass
dermatologist advice clean beauty skincare transition fragrance free sensitive skin clean beauty term unregulated AADGoogle ↗
OBSERVEDOther / navigational
American Academy Dermatology natural skincare products allergic contact dermatitis fragrance preservatives clean beautyGoogle ↗
OBSERVEDOther / navigational
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 advice clean beauty skincare transition fragrance free sensitive skin clean beauty term unregulated AAD Google ↗
American Academy Dermatology natural skincare products allergic contact dermatitis fragrance preservatives clean beauty Google ↗
- Eczema types: Contact dermatitis causes · aad.org
- Natural Does Not Mean Safe—The Dirt on Clean Beauty Products | Dermatology | JAMA Dermatology · jamanetwork.com
- Social Media Mythbusters: "Clean" Skin Care · dermatologytimes.com
- How to test skin care products · aad.org
- Dermatologists' top tips for relieving dry skin · aad.org
- What's causing your child's itchy rash? · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist advice clean beauty skincare transition fragrance free sensitive skin clean beauty term unregulated AAD OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
American Academy Dermatology natural skincare products allergic contact dermatitis fragrance preservatives clean beauty OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |