Real ChatGPT answer · index seed3dpeg4E6hw8completeBeauty and personal care · anti-agingcommercial

Are drugstore neck firming creams worth trying or do I need to spend a lot of money to see any actual tightening

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are drugstore neck firming creams worth trying or do I need to spend a lot of money to see any actual tightening
2 real searches · 1 real-search pass
dermatologist evidence topical retinoids neck skin laxity firming creams retinol sunscreen American Academy DermatologyGoogle ↗
OBSERVEDConsequence
drugstore retinol neck cream dermatologist recommendations evidence neck skin tightening topical creamsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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
dermatologist evidence topical retinoids neck skin laxity firming creams retinol sunscreen American Academy Dermatology Google ↗
drugstore retinol neck cream dermatologist recommendations evidence neck skin tightening topical creams Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist evidence topical retinoids neck skin laxity firming creams retinol sunscreen American Academy Dermatology
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
drugstore retinol neck cream dermatologist recommendations evidence neck skin tightening topical creams
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1