Why are some LED headlight bulbs like Philips so much more expensive than the ones you find on Wish or AliExpress?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Why are some LED headlight bulbs like Philips so much more expensive than the ones you find on Wish or AliExpress?
1 real search · 1 real-search pass
Philips automotive LED retrofit headlight bulb beam pattern thermal management warranty certification comparison cheap LED bulbsGoogle ↗
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).
Searches and sources
ChatGPT1 real searches · gpt-6
Philips automotive LED retrofit headlight bulb beam pattern thermal management warranty certification comparison cheap LED bulbs Google ↗
- LED bulbs · acc.philips.com.ph
- LED bulbs · acc.philips.com.au
- Which LED lamp do you need? · images.philips.com
- Which LED lamp do you need? · images.philips.com
- Led bulbs · acc.philips.com.au
- official interpretation of FMVSS 108 · nhtsa.gov