Real ChatGPT answer · index seedwukKFdTdlDocompleteBeauty and personal care · anti-agingcomparison

Comparing retinol and bakuchiol serums for a nursing mother looking for safe anti aging alternatives that actually work?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Comparing retinol and bakuchiol serums for a nursing mother looking for safe anti aging alternatives that actually work?
3 real searches · 1 real-search pass
topical retinoids breastfeeding lactation safety dermatology guidance retinol topical breastfeedingGoogle ↗
OBSERVEDConsequence
bakuchiol clinical trial 2018 retinol wrinkles hyperpigmentation study safety breastfeedingGoogle ↗
OBSERVEDReason
breastfeeding skincare anti aging azelaic acid vitamin C niacinamide dermatology guidanceGoogle ↗
OBSERVEDInstruction

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%Reason33%DefinitionInstruction33%Yes / 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
topical retinoids breastfeeding lactation safety dermatology guidance retinol topical breastfeeding Google ↗
bakuchiol clinical trial 2018 retinol wrinkles hyperpigmentation study safety breastfeeding Google ↗
breastfeeding skincare anti aging azelaic acid vitamin C niacinamide dermatology guidance Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
topical retinoids breastfeeding lactation safety dermatology guidance retinol topical breastfeeding
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
bakuchiol clinical trial 2018 retinol wrinkles hyperpigmentation study safety breastfeeding
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
breastfeeding skincare anti aging azelaic acid vitamin C niacinamide dermatology guidance
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1