What are the key efficacy differences between micro encapsulated retinol products and standard drugstore retinol creams when treating early signs of aging
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the key efficacy differences between micro encapsulated retinol products and standard drugstore retinol creams when treating early signs of aging
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
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
microencapsulated retinol clinical study efficacy tolerability controlled release conventional retinol review OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
topical retinoids photoaging retinol evidence randomized trial fine wrinkles irritation concentration formulation review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |