Real ChatGPT answer · index seedp7EHHUGsaO8completeAutomotive · car repair and maintenancecommercial

What are the common causes of a check engine light on a Ford F150 and which ones can I fix myself on the weekend?

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What are the common causes of a check engine light on a Ford F150 and which ones can I fix myself on the weekend?
1 real search · 1 real-search pass
Ford F-150 check engine light owner manual flashing check engine light OBD-II codes gas cap purge valve misfire diagnosisGoogle ↗
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).

Searches and sources

ChatGPT1 real searches · gpt-6
Ford F-150 check engine light owner manual flashing check engine light OBD-II codes gas cap purge valve misfire diagnosis Google ↗
  1. Ford · fordservicecontent.com
  2. Engine Emission Control · cdn.dealereprocess.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ford F-150 check engine light owner manual flashing check engine light OBD-II codes gas cap purge valve misfire diagnosis
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
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