Real ChatGPT answer · index seedxCTReOBcxQkcompleteBeauty and personal care · skincarebrand

Can you check if The Inkey List Retinol is too strong for someone starting a routine in their late thirties?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you check if The Inkey List Retinol is too strong for someone starting a routine in their late thirties?
2 real searches · 1 real-search pass
The INKEY List Retinol Serum concentration formulation how to use beginner officialGoogle ↗
OBSERVEDInstruction
Dermatologist guidance starting retinol sensitive skin frequency moisturizer sunscreenGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
The INKEY List Retinol Serum concentration formulation how to use beginner official Google ↗
Dermatologist guidance starting retinol sensitive skin frequency moisturizer sunscreen Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
The INKEY List Retinol Serum concentration formulation how to use beginner official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Dermatologist guidance starting retinol sensitive skin frequency moisturizer sunscreen
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1