Real ChatGPT answer · index seedlVLmmDkMvrAcompleteBeauty and personal care · cosmeticsinformational
Is it better for a beginner on a budget to start with glycolic acid or lactic acid for dull skin and what is a cheap brand to try?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better for a beginner on a budget to start with glycolic acid or lactic acid for dull skin and what is a cheap brand to try?
1 real search · 1 real-search pass
The Ordinary Lactic Acid 5% + HA official product ingredients price usage glycolic acid 7% toner beginner exfoliation dermatologyGoogle ↗
OBSERVEDInstruction
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
The Ordinary Lactic Acid 5% + HA official product ingredients price usage glycolic acid 7% toner beginner exfoliation dermatology Google ↗
- Lactic Acid 5% + HA Mild Exfoliator to Reveal Smoother Skin · theordinary.com
- Lactic Acid | Ingredients Glossary | The Ordinary · theordinary.com
- Alpha Hydroxy Acids · fda.gov
- Glycolic Acid: Benefits for Skin and How To Use · health.clevelandclinic.org