Real ChatGPT answer · index seedPcoRsEG5UaocompleteBeauty and personal care · cosmeticscommercial

Which over-the-counter ingredients are most effective for treating stubborn facial hyperpigmentation caused by decades of sun exposure?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which over-the-counter ingredients are most effective for treating stubborn facial hyperpigmentation caused by decades of sun exposure?
3 real searches · 1 real-search pass
American Academy Dermatology age spots treatment retinoid vitamin C azelaic acid sunscreen iron oxide hyperpigmentation evidenceGoogle ↗
OBSERVEDReason
topical tranexamic acid niacinamide azelaic acid solar lentigines randomized trial review hyperpigmentationGoogle ↗
OBSERVEDComparison
FDA hydroquinone over the counter not approved monograph 2026Google ↗
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 / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 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
American Academy Dermatology age spots treatment retinoid vitamin C azelaic acid sunscreen iron oxide hyperpigmentation evidence Google ↗
topical tranexamic acid niacinamide azelaic acid solar lentigines randomized trial review hyperpigmentation Google ↗
FDA hydroquinone over the counter not approved monograph 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
American Academy Dermatology age spots treatment retinoid vitamin C azelaic acid sunscreen iron oxide hyperpigmentation evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
topical tranexamic acid niacinamide azelaic acid solar lentigines randomized trial review hyperpigmentation
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FDA hydroquinone over the counter not approved monograph 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1