Real ChatGPT answer · index seedcWxaLNjPgoccompleteBeauty and personal care · men's groomingcomparison

Does Bump Patrol work better than Art of Shaving Pre Shave Oil for getting rid of razor burn on the neck for someone who shaves daily?

ChatGPTgpt-61 query11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Does Bump Patrol work better than Art of Shaving Pre Shave Oil for getting rid of razor burn on the neck for someone who shaves daily?
1 real search · 1 real-search pass
Bump Patrol Original Formula ingredients directions razor bumps vs The Art of Shaving Pre-Shave Oil ingredients shaving irritation dermatology razor burn neck daily shavingGoogle ↗
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 (1)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT1 real searches · gpt-6
Bump Patrol Original Formula ingredients directions razor bumps vs The Art of Shaving Pre-Shave Oil ingredients shaving irritation dermatology razor burn neck daily shaving Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Bump Patrol Original Formula ingredients directions razor bumps vs The Art of Shaving Pre-Shave Oil ingredients shaving irritation dermatology razor burn neck daily shaving
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1