Real ChatGPT answer · index seed4v53MCBK4XQcompleteBeauty and personal care · clean beautycomparison
is mad hippie vitamin c good for fading acne scars or should i buy sunday riley c e o instead
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
is mad hippie vitamin c good for fading acne scars or should i buy sunday riley c e o instead
1 real search · 1 real-search pass
Mad Hippie Vitamin C Serum vs Sunday Riley C.E.O. ingredients vitamin C acne marks post-inflammatory hyperpigmentation evidenceGoogle ↗
OBSERVEDComparison
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Mad Hippie Vitamin C Serum vs Sunday Riley C.E.O. ingredients vitamin C acne marks post-inflammatory hyperpigmentation evidence Google ↗
- Vitamin C Serum · madhippie.com
- Sunday Riley CEO 15% Vitamin C Serum · sundayriley.com
- SUNDAY RILEY C.E.O. 15% Vitamin C Brightening Serum · ulta.com
- Vitamin C Serum · madhippie.com