Real ChatGPT answer · index seedBhzMxmlNyj8completeBeauty and personal care · anti-agingcomparison

Are prescription neck firming creams from a dermatologist better than over the counter options from sephora

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are prescription neck firming creams from a dermatologist better than over the counter options from sephora
2 real searches · 1 real-search pass
dermatologist prescription tretinoin photoaging randomized trial wrinkles collagen evidence neck skin topical retinoids reviewGoogle ↗
OBSERVEDReason
over the counter neck firming creams peptides retinol evidence dermatology reviewGoogle ↗
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 (2)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
dermatologist prescription tretinoin photoaging randomized trial wrinkles collagen evidence neck skin topical retinoids review Google ↗
over the counter neck firming creams peptides retinol evidence dermatology review Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
dermatologist prescription tretinoin photoaging randomized trial wrinkles collagen evidence neck skin topical retinoids review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
over the counter neck firming creams peptides retinol evidence dermatology review
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1