Real ChatGPT answer · index seedTqfJI9MVafwcompleteBeauty and personal care · clean beautycomparison

Compare Herbivore Botanicals facial oil and Kiehl's facial fuel to see which one absorbs better into dry flaky skin without causing breakouts.

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 facial oil and Kiehl's facial fuel to see which one absorbs better into dry flaky skin without causing breakouts.
1 real search · 1 real-search pass
Herbivore Botanicals facial oils ingredients comedogenic dry flaky skin vs Kiehl's Facial Fuel moisturizer ingredients breakoutsGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
Herbivore Botanicals facial oils ingredients comedogenic dry flaky skin vs Kiehl's Facial Fuel moisturizer ingredients breakouts Google ↗
  1. LAPIS Blue Tansy + Squalane Balancing Facial Oil · herbivorebotanicals.com
  2. EWG Skin Deep® · ewg.org
  3. EWG Skin Deep® · ewg.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Herbivore Botanicals facial oils ingredients comedogenic dry flaky skin vs Kiehl's Facial Fuel moisturizer ingredients breakouts
OBSERVED
Google ↗
AI Mode ↗
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