Real ChatGPT answer · index seedUcQHxWqdQT8completeBeauty and personal care · anti-aginginformational
How does the encapsulation technology in Neutrogena retinol products affect overall efficacy compared to traditional free retinol formulations?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does the encapsulation technology in Neutrogena retinol products affect overall efficacy compared to traditional free retinol formulations?
3 real searches · 1 real-search pass
Neutrogena encapsulated retinol technology controlled release clinical study retinol efficacy free retinol formulationsGoogle ↗
OBSERVEDOther / navigational
Neutrogena retinol pro+ encapsulated retinol official technology formulation retinolGoogle ↗
OBSERVEDOther / navigational
encapsulated retinol versus free retinol stability irritation clinical evidence reviewGoogle ↗
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). 3 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
Neutrogena encapsulated retinol technology controlled release clinical study retinol efficacy free retinol formulations Google ↗
Neutrogena retinol pro+ encapsulated retinol official technology formulation retinol Google ↗
encapsulated retinol versus free retinol stability irritation clinical evidence review Google ↗
- Encapsulation and controlled release of retinol from silicone particles for topical delivery · pubmed.ncbi.nlm.nih.gov
- Scholars@Duke publication: Encapsulation and controlled release of retinol from silicone particles for topical delivery. · scholars.duke.edu
- Neutrogena® Rapid Wrinkle Repair® Retinol Face Serum Capsules · kenvuepro.com
- What Is Retinol & How Does It Work? · neutrogena.com
- Kenvue publishes largest set of clinical data on anti-aging gold standard: Retinol · kenvue.com
- Improvement of Naturally Aged Skin With Vitamin A (Retinol) | Dermatology | JAMA Dermatology · jamanetwork.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Neutrogena encapsulated retinol technology controlled release clinical study retinol efficacy free retinol formulations OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Neutrogena retinol pro+ encapsulated retinol official technology formulation retinol OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
encapsulated retinol versus free retinol stability irritation clinical evidence review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |