Real ChatGPT answer · index seedBJ3bv9N7wJ8completeBeauty and personal care · skincareinformational

What is the ideal pH range for a drugstore cleanser to maintain the acid mantle while treating persistent dryness and sensitivity?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the ideal pH range for a drugstore cleanser to maintain the acid mantle while treating persistent dryness and sensitivity?
1 real search · 1 real-search pass
skin cleanser pH 4.5 5.5 acid mantle sensitive dry skin dermatology evidenceGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
skin cleanser pH 4.5 5.5 acid mantle sensitive dry skin dermatology evidence Google ↗
  1. Role of pH in skin cleansing. · pubmed.ncbi.nlm.nih.gov
  2. The Relation of pH and Skin Cleansing. · pubmed.ncbi.nlm.nih.gov
  3. Soaps and cleansers · dermnetnz.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
skin cleanser pH 4.5 5.5 acid mantle sensitive dry skin dermatology evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1