How do I transition from a beginner retinoid to The Inkey List retinol without triggering a massive skin purge?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I transition from a beginner retinoid to The Inkey List retinol without triggering a massive skin purge?
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). 1 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 usage instructions ingredients frequency retinol Google ↗
American Academy of Dermatology retinoid irritation start slowly moisturizer sunscreen retinol Google ↗
- Best Beginner Retinol Serum | Smooth Fine Lines in 7 Days · theinkeylist.com
- Acne: Diagnosis and treatment · aad.org
- Retinol: Benefits, How to Use & Best Products · theinkeylist.com
- Retinoid or retinol? · aad.org
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 usage instructions ingredients frequency retinol OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy of Dermatology retinoid irritation start slowly moisturizer sunscreen retinol OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |