Real ChatGPT answer · index seedEdkuZR07J5wcompleteBeauty and personal care · anti-agingcomparison

Are expensive neck firming creams like dr dennis gross worth it or is standard anti aging facial moisturizer just as good

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are expensive neck firming creams like dr dennis gross worth it or is standard anti aging facial moisturizer just as good
1 real search · 1 real-search pass
Dr Dennis Gross neck firming cream ingredients effectiveness dermatologist retinoids neck skin moisturizer evidenceGoogle ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Dr Dennis Gross neck firming cream ingredients effectiveness dermatologist retinoids neck skin moisturizer evidence Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Dr Dennis Gross neck firming cream ingredients effectiveness dermatologist retinoids neck skin moisturizer evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1