Real ChatGPT answer · index seed09g0cZwiYb4completeBeauty and personal care · skincarecommercial

I need a cheap chemical exfoliant routine to get rid of dry flaky patches around my nose and forehead without ruining my skin barrier.

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

The searches the AI actually ran for this prompt.

SEED QUERY
I need a cheap chemical exfoliant routine to get rid of dry flaky patches around my nose and forehead without ruining my skin barrier.
1 real search · 1 real-search pass
dermatologist advice flaky skin around nose forehead seborrheic dermatitis exfoliation barrier gentle skin care lactic acidGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

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
dermatologist advice flaky skin around nose forehead seborrheic dermatitis exfoliation barrier gentle skin care lactic acid Google ↗
  1. Seborrheic dermatitis: Causes and treatment · dermnetnz.org
  2. Seborrheic dermatitis: Self-care · aad.org
  3. Shop product · escentual.com
  4. Shop product · sephora.com
  5. How to safely exfoliate at home · aad.org
  6. Signs Your Skin Barrier Is Damaged · health.clevelandclinic.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist advice flaky skin around nose forehead seborrheic dermatitis exfoliation barrier gentle skin care lactic acid
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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