Real ChatGPT answer · index seedqPZSWY3EIoocompleteBeauty and personal care · skincareinformational

What is the actual science behind neck creams claiming to tighten crepey skin, and do they work better than standard facial moisturizers for reducing neck wrinkle lines?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the actual science behind neck creams claiming to tighten crepey skin, and do they work better than standard facial moisturizers for reducing neck wrinkle lines?
3 real searches · 1 real-search pass
clinical evidence topical retinoids photoaging wrinkles neck skin randomized trial tretinoin collagen reviewGoogle ↗
OBSERVEDReason
moisturizers humectants ceramides hyaluronic acid fine wrinkles skin hydration evidence reviewGoogle ↗
OBSERVEDReason
neck creams tightening crepey skin clinical evidence dermatology ingredients retinol peptidesGoogle ↗
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). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
clinical evidence topical retinoids photoaging wrinkles neck skin randomized trial tretinoin collagen review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
moisturizers humectants ceramides hyaluronic acid fine wrinkles skin hydration evidence review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
neck creams tightening crepey skin clinical evidence dermatology ingredients retinol peptides
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1