Real ChatGPT answer · index seedMF7aHQnh3PscompleteBeauty and personal care · hair careinformational
Can overuse of protein bond builders actually make your hair snap off and how do you balance moisture without spending too much?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can overuse of protein bond builders actually make your hair snap off and how do you balance moisture without spending too much?
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). 2 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
hair protein treatments brittle hair breakage conditioner dermatology hydrolyzed protein evidence Google ↗
bond building hair products hair breakage conditioning dermatologist advice Google ↗
- Hair loss: Tips for managing · aad.org
- Dermatologists' top tips for using leave-in conditioner · aad.org
- Hair styling without damage · aad.org
- How to stop damaging your hair · aad.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
hair protein treatments brittle hair breakage conditioner dermatology hydrolyzed protein evidence OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
bond building hair products hair breakage conditioning dermatologist advice OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |