Real ChatGPT answer · index seedVmGRF8YUeSIcompleteBeauty and personal care · skincareinformational

How does The Inkey List retinol compare in potency and stability to newer over-the-counter retinoid alternatives currently dominating the beauty market this year?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does The Inkey List retinol compare in potency and stability to newer over-the-counter retinoid alternatives currently dominating the beauty market this year?
1 real search · 1 real-search pass
2026 2026 over the counter retinoid market retinol retinaldehyde HPR stability formulations The Inkey List Retinol Serum ingredients concentrationGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / 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

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 2026 over the counter retinoid market retinol retinaldehyde HPR stability formulations The Inkey List Retinol Serum ingredients concentration
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1