Real ChatGPT answer · index seed8B5CGRsu3c4completeAutomotive · car accessoriesinformational

Are expensive LED headlights actually worth the extra money for my 2018 Honda Civic or are cheap Amazon ones just as good

ChatGPTgpt-61 query11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are expensive LED headlights actually worth the extra money for my 2018 Honda Civic or are cheap Amazon ones just as good
1 real search · 1 real-search pass
2018 Honda Civic headlight bulb size halogen LED replacement beam pattern glare legality NHTSAGoogle ↗
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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / 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
2018 Honda Civic headlight bulb size halogen LED replacement beam pattern glare legality NHTSA Google ↗
  1. Replacing Light Bulbs · cdn.dealereprocess.org
  2. Replacing Light Bulbs · techinfo.honda.com
  3. 2018 Honda Civic · iihs.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2018 Honda Civic headlight bulb size halogen LED replacement beam pattern glare legality NHTSA
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1