Real ChatGPT answer · index seedYcOeJZnFNRUcompleteBeauty and personal care · anti-agingbrand

What are the best budget friendly neck firming creams that actually contain peptides or retinol according to recent consumer reviews?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the best budget friendly neck firming creams that actually contain peptides or retinol according to recent consumer reviews?
1 real search · 1 real-search pass
best affordable neck creams peptides retinol consumer reviews 2025 2026 ingredients reviewsGoogle ↗
OBSERVEDComparison

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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
best affordable neck creams peptides retinol consumer reviews 2025 2026 ingredients reviews Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best affordable neck creams peptides retinol consumer reviews 2025 2026 ingredients reviews
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1