Which vaginal pH balance gels contain prebiotics and lactic acid without causing irritation for someone with sensitive mucosa?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which vaginal pH balance gels contain prebiotics and lactic acid without causing irritation for someone with sensitive mucosa?
1 real search · 1 real-search pass
vaginal gel lactic acid prebiotic ingredients product formulation irritation fragrance-free clinical evidence 2026Google ↗
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
vaginal gel lactic acid prebiotic ingredients product formulation irritation fragrance-free clinical evidence 2026 Google ↗
- Manufacturer's website · goodcleanlove.com
- Antimicrobial Activity of a Vaginal Gel Formulation: Considerations Related to Vaginal Infection and Dysbiosis · mdpi.com
- CVS product details · cvs.com
- The Impact of Over-The-Counter Lactic Acid Containing Vaginal Gels on the Integrity and Inflammatory State of the Vaginal Epithelium in vitro · pmc.ncbi.nlm.nih.gov
- Frontiers | The Impact of Over-The-Counter Lactic Acid Containing Vaginal Gels on the Integrity and Inflammatory State of the Vaginal Epithelium in vitro · frontiersin.org