Real ChatGPT answer · index seedMgrwJeDDN8McompleteBeauty and personal care · anti-aginginformational

Are prescription strength retinoids like tretinoin safe and effective for treating skin texture issues in people over sixty five, or are over the counter retinol products a better choice

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are prescription strength retinoids like tretinoin safe and effective for treating skin texture issues in people over sixty five, or are over the counter retinol products a better choice
3 real searches · 1 real-search pass
tretinoin photoaging older adults safety efficacy skin irritation randomized trial review topical retinoids elderly skinGoogle ↗
OBSERVEDConsequence
American Academy Dermatology retinoid tretinoin retinol wrinkles dry sensitive skin adviceGoogle ↗
OBSERVEDInstruction
NHS topical tretinoin precautions skin irritation sun sensitivityGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequence67%ReasonDefinitionInstruction33%Yes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
tretinoin photoaging older adults safety efficacy skin irritation randomized trial review topical retinoids elderly skin Google ↗
American Academy Dermatology retinoid tretinoin retinol wrinkles dry sensitive skin advice Google ↗
NHS topical tretinoin precautions skin irritation sun sensitivity Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
tretinoin photoaging older adults safety efficacy skin irritation randomized trial review topical retinoids elderly skin
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology retinoid tretinoin retinol wrinkles dry sensitive skin advice
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
NHS topical tretinoin precautions skin irritation sun sensitivity
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1