Real ChatGPT answer · index seedUOtvcPNNUbAcompleteBeauty and personal care · skincareinformational

Are luxury anti-aging creams containing marine collagen peptides actually capable of improving dermal density, or is it just clever marketing?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are luxury anti-aging creams containing marine collagen peptides actually capable of improving dermal density, or is it just clever marketing?
3 real searches · 1 real-search pass
topical marine collagen peptides cream dermal density clinical evidence human study review collagen skin topicalGoogle ↗
OBSERVEDReason
topical collagen skincare penetration stratum corneum hydrolyzed collagen clinical evidence dermatology reviewGoogle ↗
OBSERVEDReason
oral collagen peptides skin dermal density randomized controlled trial systematic 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 (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
topical marine collagen peptides cream dermal density clinical evidence human study review collagen skin topical Google ↗
topical collagen skincare penetration stratum corneum hydrolyzed collagen clinical evidence dermatology review Google ↗
oral collagen peptides skin dermal density randomized controlled trial systematic review Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
topical marine collagen peptides cream dermal density clinical evidence human study review collagen skin topical
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
topical collagen skincare penetration stratum corneum hydrolyzed collagen clinical evidence dermatology review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
oral collagen peptides skin dermal density randomized controlled trial systematic review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1