Real ChatGPT answer · index seed89GzGmwj5twcompleteBeauty and personal care · anti-agingcommercial

How does RoC retinol correction cream stack up against prescription tretinoin when dealing with stubborn sun spots and fine lines?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How does RoC retinol correction cream stack up against prescription tretinoin when dealing with stubborn sun spots and fine lines?
2 real searches · 1 real-search pass
RoC Retinol Correxion cream ingredients retinol clinical evidence fine lines dark spots comparison tretinoinGoogle ↗
OBSERVEDComparison
American Academy Dermatology tretinoin retinoid photoaging age spots fine lines sunscreen hydroquinoneGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / 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
RoC Retinol Correxion cream ingredients retinol clinical evidence fine lines dark spots comparison tretinoin Google ↗
American Academy Dermatology tretinoin retinoid photoaging age spots fine lines sunscreen hydroquinone Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
RoC Retinol Correxion cream ingredients retinol clinical evidence fine lines dark spots comparison tretinoin
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
American Academy Dermatology tretinoin retinoid photoaging age spots fine lines sunscreen hydroquinone
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1