Real ChatGPT answer · index seede5PLPRBvCyQcompleteAutomotive · car repair and maintenancecomparison
Are aftermarket headlight bulbs from Walmart much worse than OEM ones when replacing them at home to save labor costs?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are aftermarket headlight bulbs from Walmart much worse than OEM ones when replacing them at home to save labor costs?
1 real search · 1 real-search pass
Walmart automotive headlight replacement bulbs Sylvania Philips OEM halogen bulb fitment beam pattern adviceGoogle ↗
OBSERVED
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.
Classifying 1 queries…
Searches and sources
ChatGPT1 real searches · gpt-6
Walmart automotive headlight replacement bulbs Sylvania Philips OEM halogen bulb fitment beam pattern advice Google ↗
- Halogen Headlight Bulbs in Headlight Bulb Types · walmart.com
- Replacement Headlight Bulbs · sylvania-automotive.com
- sylvania-automotive.com · sylvania-automotive.com
- Automotive good bulbs, bad bulbs · philips.co.uk