Real ChatGPT answer · index seedupba1KoyWMscompleteBeauty and personal care · clean beautyinformational

Can switching to a retinol alternative like moth bean extract provide comparable cellular turnover benefits without causing the flaking and redness I usually experience?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can switching to a retinol alternative like moth bean extract provide comparable cellular turnover benefits without causing the flaking and redness I usually experience?
2 real searches · 1 real-search pass
Vigna aconitifolia moth bean extract skincare clinical study retinol alternative skin renewal evidenceGoogle ↗
OBSERVEDReason
retinol topical irritation redness peeling alternatives evidence dermatology bakuchiol clinical trialGoogle ↗
OBSERVEDComparison

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). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Vigna aconitifolia moth bean extract skincare clinical study retinol alternative skin renewal evidence Google ↗
retinol topical irritation redness peeling alternatives evidence dermatology bakuchiol clinical trial Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vigna aconitifolia moth bean extract skincare clinical study retinol alternative skin renewal evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
retinol topical irritation redness peeling alternatives evidence dermatology bakuchiol clinical trial
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1