Real ChatGPT answer · index seed693VxpKMyYwcompleteBeauty and personal care · clean beautycomparison

Compare Herbivore Botanicals lapis facial oil to Josie Maran 100 percent pure argan oil for balancing sebum production in adult acne sufferers.

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare Herbivore Botanicals lapis facial oil to Josie Maran 100 percent pure argan oil for balancing sebum production in adult acne sufferers.
1 real search · 1 real-search pass
Herbivore Botanicals Lapis Facial Oil ingredients blue tansy sebum acne evidence; Josie Maran 100% pure argan oil ingredients acne sebum clinical evidenceGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
Herbivore Botanicals Lapis Facial Oil ingredients blue tansy sebum acne evidence; Josie Maran 100% pure argan oil ingredients acne sebum clinical evidence Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Herbivore Botanicals Lapis Facial Oil ingredients blue tansy sebum acne evidence; Josie Maran 100% pure argan oil ingredients acne sebum clinical evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1