What is the difference in formulation between expensive department store luxury anti aging creams and the active ingredients found in clinical brands sold at medical spas?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the difference in formulation between expensive department store luxury anti aging creams and the active ingredients found in clinical brands sold at medical spas?
3 real searches · 1 real-search pass
American Academy of Dermatology anti-aging skin care retinoids vitamin C sunscreen evidence topical ingredientsGoogle ↗
OBSERVEDReason
FDA cosmetics drugs anti-aging claims skin structure function cosmeticsGoogle ↗
OBSERVEDConsequence
clinical skincare formulation retinoid vitamin C niacinamide peptides evidence dermatology 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
American Academy of Dermatology anti-aging skin care retinoids vitamin C sunscreen evidence topical ingredients Google ↗
FDA cosmetics drugs anti-aging claims skin structure function cosmetics Google ↗
clinical skincare formulation retinoid vitamin C niacinamide peptides evidence dermatology review Google ↗
- Cosmeceuticals for antiaging: a systematic review of safety and efficacy. · pubmed.ncbi.nlm.nih.gov
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Clinical Applications of Vitamin C in Dermatology: A Systematic Review · pmc.ncbi.nlm.nih.gov
- Overview of popular cosmeceuticals in dermatology - Crous - 2024 - Skin Health and Disease · onlinelibrary.wiley.com
- How to select anti-aging skin care products · aad.org
- Retinoid or retinol? · aad.org
- Wrinkle Treatments and Other Anti-aging Products · fda.gov
- "Cosmeceutical" · 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 anti-aging skin care retinoids vitamin C sunscreen evidence topical ingredients OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FDA cosmetics drugs anti-aging claims skin structure function cosmetics OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
clinical skincare formulation retinoid vitamin C niacinamide peptides evidence dermatology review OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |