Can you find me a cheaper alternative to Tata Harper that actually treats fine lines without using retinol?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you find me a cheaper alternative to Tata Harper that actually treats fine lines without using retinol?
1 real search · 1 real-search pass
evidence non-retinoid topical ingredients fine lines peptides niacinamide vitamin C glycolic acid dermatologyGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
evidence non-retinoid topical ingredients fine lines peptides niacinamide vitamin C glycolic acid dermatology Google ↗
- Wrinkle creams: Your guide to younger looking skin · mayoclinic.org
- Skincare ingredients recommended by cosmetic dermatologists: A Delphi consensus study · pubmed.ncbi.nlm.nih.gov
- Shop product · ulta.com
- Shop product · nordstrom.com
- Shop at Target · target.com
- Shop at Walmart · walmart.com
- Shop at Walmart · walmart.com