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

How do affordable neck firming creams compare to high end luxury brands in independent consumer tests and reviews

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do affordable neck firming creams compare to high end luxury brands in independent consumer tests and reviews
2 real searches · 1 real-search pass
independent consumer test neck firming cream affordable luxury comparison reviews Good Housekeeping neck creams tested 2025Google ↗
OBSERVEDComparison
Consumer Reports neck cream test firming creams evidence dermatologist neck wrinkles retinol moisturizerGoogle ↗
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 / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
independent consumer test neck firming cream affordable luxury comparison reviews Good Housekeeping neck creams tested 2025 Google ↗
Consumer Reports neck cream test firming creams evidence dermatologist neck wrinkles retinol moisturizer Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
independent consumer test neck firming cream affordable luxury comparison reviews Good Housekeeping neck creams tested 2025
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Consumer Reports neck cream test firming creams evidence dermatologist neck wrinkles retinol moisturizer
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1