How should I patch test The Inkey List retinol if my skin reacts poorly to strong active ingredients during high stress business travel periods?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How should I patch test The Inkey List retinol if my skin reacts poorly to strong active ingredients during high stress business travel periods?
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
The INKEY List Retinol Serum official how to use patch test frequency irritation retinol sensitive skin Google ↗
American Academy of Dermatology retinoid sensitive skin start slowly moisturizer irritation Google ↗
- Retinol for Sensitive Skin: How to Start Without Irritation · theinkeylist.com
- Acne: Diagnosis and treatment · aad.org
- How to test skin care products · aad.org
- Retinoid or retinol? · aad.org
- Best Beginner Retinol Serum | Smooth Fine Lines in 7 Days · theinkeylist.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
The INKEY List Retinol Serum official how to use patch test frequency irritation retinol sensitive skin OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy of Dermatology retinoid sensitive skin start slowly moisturizer irritation OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |