Real ChatGPT answer · index seedunnCHjvju0IcompleteBeauty and personal care · cosmeticsinformational

What are the dermatologist recommended types of anti aging creams that focus on collagen production rather than just temporary hydration?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the dermatologist recommended types of anti aging creams that focus on collagen production rather than just temporary hydration?
1 real search · 1 real-search pass
dermatologist recommended topical ingredients stimulate collagen production retinoids tretinoin retinol vitamin C peptides evidence reviewGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
dermatologist recommended topical ingredients stimulate collagen production retinoids tretinoin retinol vitamin C peptides evidence review Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist recommended topical ingredients stimulate collagen production retinoids tretinoin retinol vitamin C peptides evidence review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1