Real ChatGPT answer · index seedWxsX7LabhkUcompleteBeauty and personal care · skincarecommercial

What are the most recommended active ingredients for reducing neck wrinkle lines for women over fifty running active businesses?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the most recommended active ingredients for reducing neck wrinkle lines for women over fifty running active businesses?
2 real searches · 1 real-search pass
American Academy of Dermatology neck wrinkles retinoid sunscreen moisturizer ingredients collagen wrinkles neck skinGoogle ↗
OBSERVEDReason
evidence topical tretinoin retinoids photoaging wrinkles niacinamide vitamin C hyaluronic acid peptides neck skin dermatologyGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
American Academy of Dermatology neck wrinkles retinoid sunscreen moisturizer ingredients collagen wrinkles neck skin Google ↗
evidence topical tretinoin retinoids photoaging wrinkles niacinamide vitamin C hyaluronic acid peptides neck skin dermatology Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy of Dermatology neck wrinkles retinoid sunscreen moisturizer ingredients collagen wrinkles neck skin
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
evidence topical tretinoin retinoids photoaging wrinkles niacinamide vitamin C hyaluronic acid peptides neck skin dermatology
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1