Real ChatGPT answer · index seedvq4Voq2XEoIcompleteAutomotive · car repair and maintenancecommercial

Are there any mobile mechanic services currently operating in my area that come to your house for routine maintenance like oil changes and spark plug replacements?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any mobile mechanic services currently operating in my area that come to your house for routine maintenance like oil changes and spark plug replacements?
1 real search · 1 real-search pass
mobile mechanics Oakland CA at-home oil change spark plug replacement serviceGoogle ↗
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 (1)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / 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
mobile mechanics Oakland CA at-home oil change spark plug replacement service Google ↗
  1. Website and service information · mobilemechanicoaklandca.com
  2. Website and booking · wrench.com
  3. Website and service information · pitstopmobilemechanics.com
  4. Contact Us · mobilemechanicoaklandca.com
  5. Oakland Mr. Tool Mobile Mechanic - Auto Repair · oaklandmobilemechanic.com
  6. Mobile Mechanics in Oakland CA · go.getwrench.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
mobile mechanics Oakland CA at-home oil change spark plug replacement service
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1