Real ChatGPT answer · index seedN70Aw1DZ7jAcompleteAutomotive · car repair and maintenancecommercial
Which replacement headlight bulb brand lasts the longest for nighttime driving on dark suburban roads in my SUV?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which replacement headlight bulb brand lasts the longest for nighttime driving on dark suburban roads in my SUV?
1 real search · 1 real-search pass
longest lasting replacement headlight bulbs halogen LED lifespan Philips LongLife EcoVision OSRAM Sylvania LongLife 2026Google ↗
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)
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
longest lasting replacement headlight bulbs halogen LED lifespan Philips LongLife EcoVision OSRAM Sylvania LongLife 2026 Google ↗