Real ChatGPT answer · index seedhSYLKWe126ocompleteBeauty and personal care · anti-agingbrand

Why are people on Reddit complaining about the packaging of the LilyAna Naturals Retinol Cream losing its potency?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Why are people on Reddit complaining about the packaging of the LilyAna Naturals Retinol Cream losing its potency?
2 real searches · 1 real-search pass
LilyAna Naturals Retinol Cream packaging potency Reddit pump bottle oxidation reviewsGoogle ↗
OBSERVEDReason
Reddit LilyAna Naturals Retinol Cream packaging potency airless pump oxidation complaintsGoogle ↗
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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LilyAna Naturals Retinol Cream packaging potency Reddit pump bottle oxidation reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Reddit LilyAna Naturals Retinol Cream packaging potency airless pump oxidation complaints
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1