Real ChatGPT answer · index seedcXkYDGqOeT0completeBeauty and personal care · hair careinformational
What DIY scalp scrubs actually work for dandruff without micro tearing the skin based on recent expert advice
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What DIY scalp scrubs actually work for dandruff without micro tearing the skin based on recent expert advice
3 real searches · 1 real-search pass
recent dermatologist expert advice dandruff scalp exfoliation physical scrubs salicylic acid ketoconazole 2025 2026Google ↗
OBSERVEDInstruction
American Academy of Dermatology dandruff treatment scalp scrub exfoliation avoid physical scrubs dermatologist adviceGoogle ↗
OBSERVEDInstruction
dermatologist advice DIY scalp scrub dandruff sugar salt baking soda scalp irritationGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
recent dermatologist expert advice dandruff scalp exfoliation physical scrubs salicylic acid ketoconazole 2025 2026 Google ↗
American Academy of Dermatology dandruff treatment scalp scrub exfoliation avoid physical scrubs dermatologist advice Google ↗
dermatologist advice DIY scalp scrub dandruff sugar salt baking soda scalp irritation Google ↗
- Haircare 102: scalp care, hot tools and more · blogs.bcm.edu
- How to treat dandruff · aad.org
- Seborrheic dermatitis: Diagnosis and treatment · aad.org
- Dandruff - Diagnosis and treatment · mayoclinic.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
recent dermatologist expert advice dandruff scalp exfoliation physical scrubs salicylic acid ketoconazole 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
American Academy of Dermatology dandruff treatment scalp scrub exfoliation avoid physical scrubs dermatologist advice OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
dermatologist advice DIY scalp scrub dandruff sugar salt baking soda scalp irritation OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |