Real ChatGPT answer · index seedVY1y8ayqwiUcompleteAutomotive · car repair and maintenancecomparison

Between a mobile mechanic and taking my car to Jiffy Lube which is better and safer for a first timer needing basic maintenance

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between a mobile mechanic and taking my car to Jiffy Lube which is better and safer for a first timer needing basic maintenance
1 real search · 1 real-search pass
Jiffy Lube services oil change tire rotation vehicle maintenance official site; FTC choosing auto repair shop mechanic estimate warranty ASE certificationGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Jiffy Lube services oil change tire rotation vehicle maintenance official site; FTC choosing auto repair shop mechanic estimate warranty ASE certification Google ↗
  1. Oil Change & Car Repair FAQ · jiffylube.com
  2. Warranty Program · jiffylube.com
  3. Auto Repair Basics · consumer.ftc.gov

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Jiffy Lube services oil change tire rotation vehicle maintenance official site; FTC choosing auto repair shop mechanic estimate warranty ASE certification
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1