Real ChatGPT answer · index seed1gtWDwzhZoocompleteBeauty and personal care · clean beautyhowto

Can you compare the efficacy of bakuchiol versus low strength prescription retinol for hyperpigmentation within a clean pregnancy safe skincare regimen?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the efficacy of bakuchiol versus low strength prescription retinol for hyperpigmentation within a clean pregnancy safe skincare regimen?
3 real searches · 1 real-search pass
bakuchiol retinol randomized double blind 2018 hyperpigmentation study pregnancy safety topical bakuchiolGoogle ↗
OBSERVEDReason
pregnancy topical retinoids avoid azelaic acid hydroquinone melasma sunscreen iron oxide dermatology guidanceGoogle ↗
OBSERVEDConsequence
American Academy Dermatology pregnancy skin care retinoids azelaic acid sunscreen melasmaGoogle ↗
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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%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
bakuchiol retinol randomized double blind 2018 hyperpigmentation study pregnancy safety topical bakuchiol Google ↗
pregnancy topical retinoids avoid azelaic acid hydroquinone melasma sunscreen iron oxide dermatology guidance Google ↗
American Academy Dermatology pregnancy skin care retinoids azelaic acid sunscreen melasma Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
bakuchiol retinol randomized double blind 2018 hyperpigmentation study pregnancy safety topical bakuchiol
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
pregnancy topical retinoids avoid azelaic acid hydroquinone melasma sunscreen iron oxide dermatology guidance
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
American Academy Dermatology pregnancy skin care retinoids azelaic acid sunscreen melasma
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1