What is the correct protocol for patch testing new clean beauty products when you have highly reactive contact dermatitis and eczema?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the correct protocol for patch testing new clean beauty products when you have highly reactive contact dermatitis and eczema?
3 real searches · 1 real-search pass
American Academy of Dermatology patch testing allergic contact dermatitis skin care products home test repeated open application testGoogle ↗
OBSERVEDReason
DermNet repeated open application test ROAT contact dermatitis 7 days patch testingGoogle ↗
OBSERVEDConsequence
National Eczema Association testing new skin care products eczema patch test sensitive skinGoogle ↗
OBSERVEDReason
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 (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
American Academy of Dermatology patch testing allergic contact dermatitis skin care products home test repeated open application test Google ↗
DermNet repeated open application test ROAT contact dermatitis 7 days patch testing Google ↗
National Eczema Association testing new skin care products eczema patch test sensitive skin Google ↗
- How to test skin care products · aad.org
- Open application test · dermnetnz.org
- Patch tests: Skin Contact Allergy Tests Explained · dermnetnz.org
- Allergic Contact Dermatitis: Symptoms, Causes, and Treatment · dermnetnz.org
- Patch testing can find what's causing your rash · aad.org
- European Society of Contact Dermatitis Guideline for Diagnostic Patch Testing—Recommendations on Best Practice (Update 2026) · pmc.ncbi.nlm.nih.gov
- Allergens in Cosmetics · fda.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
American Academy of Dermatology patch testing allergic contact dermatitis skin care products home test repeated open application test OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
DermNet repeated open application test ROAT contact dermatitis 7 days patch testing OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
National Eczema Association testing new skin care products eczema patch test sensitive skin OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |