Is it worth spending extra money on expensive medical grade skincare or do budget brands use the exact same ingredients?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth spending extra money on expensive medical grade skincare or do budget brands use the exact same ingredients?
2 real searches · 1 real-search pass
medical grade skincare evidence formulation concentration stability delivery systems dermatologist review affordable skincare ingredients comparisonGoogle ↗
OBSERVEDComparison
FDA cosmetics drug claims skincare retinol sunscreen regulation cosmetic formulation ingredient list concentration stabilityGoogle ↗
OBSERVEDConsequence
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
medical grade skincare evidence formulation concentration stability delivery systems dermatologist review affordable skincare ingredients comparison Google ↗
FDA cosmetics drug claims skincare retinol sunscreen regulation cosmetic formulation ingredient list concentration stability Google ↗
- Skincare Bootcamp: The Evolving Role of Skincare · pmc.ncbi.nlm.nih.gov
- Multifunctional active ingredient-based delivery systems for skincare formulations: A review. · pubmed.ncbi.nlm.nih.gov
- Medical Skincare vs High-Street Skincare: What Actually Makes the Difference? · dermatologyconsulting.co.uk
- Is "Medical-Grade" Skin Care Legit? · allure.com
- Cosmetics Labeling Claims · fda.gov
- Cosmetics Labeling Guide · fda.gov
- Popular over‐the‐counter cosmeceutical ingredients and their clinical efficacy - Tetali - 2020 - International Journal of Dermatology · onlinelibrary.wiley.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
medical grade skincare evidence formulation concentration stability delivery systems dermatologist review affordable skincare ingredients comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FDA cosmetics drug claims skincare retinol sunscreen regulation cosmetic formulation ingredient list concentration stability OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |