How difficult is it to change a headlight bulb yourself on a Ford Focus and do I need to remove the whole front bumper assembly?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How difficult is it to change a headlight bulb yourself on a Ford Focus and do I need to remove the whole front bumper assembly?
1 real search · 1 real-search pass
Ford Focus headlight bulb replacement access bumper removal model year guideGoogle ↗
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)
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 Focus headlight bulb replacement access bumper removal model year guide Google ↗
- Ford · fordservicecontent.com
- Replace the headlight bulbs on your Ford Focus · oreillyauto.com