Real ChatGPT answer · index seeddDeuvziRkH8completeBeauty and personal care · hair careinformational
Why do hair stylists always push expensive professional products, and do cheaper drugstore alternatives really damage your hair over the course of a year?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why do hair stylists always push expensive professional products, and do cheaper drugstore alternatives really damage your hair over the course of a year?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
dermatologist shampoo conditioner drugstore vs salon products hair damage ingredients evidence American Academy Dermatology Google ↗
hair care shampoo conditioner ingredients sulfates silicones hair damage dermatology review study Google ↗
- Shampoo and Conditioners: What a Dermatologist Should Know? · pmc.ncbi.nlm.nih.gov
- Pro and Contra of Cleansing Conditioners · pmc.ncbi.nlm.nih.gov
- Are salon brands worth it? Comparing hair care products. · washingtonpost.com
- How to Choose a Shampoo With Fewer Harmful Chemicals · consumerreports.org
- With or without Silicones? A Comprehensive Review of Their Role in Hair Care · pubmed.ncbi.nlm.nih.gov
- With or without Silicones? A Comprehensive Review of Their Role in Hair Care · pmc.ncbi.nlm.nih.gov
- Hair loss: Tips for managing · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dermatologist shampoo conditioner drugstore vs salon products hair damage ingredients evidence American Academy Dermatology OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
hair care shampoo conditioner ingredients sulfates silicones hair damage dermatology review study OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |