Real ChatGPT answer · index seedl0UTEVbPlv4completeAutomotive · car repair and maintenanceinformational

My Ford F-150 just threw a check engine light, so how do I read the code myself before driving to a repair shop?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My Ford F-150 just threw a check engine light, so how do I read the code myself before driving to a repair shop?
1 real search · 1 real-search pass
Ford F-150 owner manual check engine light OBD-II diagnostic connector location read diagnostic trouble codesGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / 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
Ford F-150 owner manual check engine light OBD-II diagnostic connector location read diagnostic trouble codes Google ↗
  1. Check Engine Light Diagnosis · openlaborproject.com
  2. 1006manual-UEI-ADL7103.pdf · ford-trucks.com
  3. Ford F-150 Check Engine Light: What to Do · fordhuntley.com

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ford F-150 owner manual check engine light OBD-II diagnostic connector location read diagnostic trouble codes
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
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