How do I transition to zero waste hair care without spending a ton of money testing bad products
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do I transition to zero waste hair care without spending a ton of money testing bad products
1 real search · 1 real-search pass
how to choose shampoo bars avoid soap-based high pH hair care dermatologist guidance shampoo bar transition zero wasteGoogle ↗
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)
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
how to choose shampoo bars avoid soap-based high pH hair care dermatologist guidance shampoo bar transition zero waste Google ↗
- Formulating Zero Waste Cosmetics · cosmeticsandtoiletries.com
- Shampoos · dermnetnz.org
- Shampoo and Conditioners: What a Dermatologist Should Know? · pmc.ncbi.nlm.nih.gov