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

Are prescription retinoids worth the extra cost and doctor visit compared to strong over the counter alternatives for sun damage?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are prescription retinoids worth the extra cost and doctor visit compared to strong over the counter alternatives for sun damage?
2 real searches · 1 real-search pass
prescription tretinoin versus over the counter retinol photoaging randomized trials systematic review dermatologyGoogle ↗
OBSERVEDComparison
American Academy Dermatology retinoid photoaging tretinoin retinol sun damage evidence sunscreenGoogle ↗
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

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
prescription tretinoin versus over the counter retinol photoaging randomized trials systematic review dermatology
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
American Academy Dermatology retinoid photoaging tretinoin retinol sun damage evidence sunscreen
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1