Real ChatGPT answer · index seedvt5pW7FWLfQcompleteAutomotive · car repair and maintenancebrand

What is the best brand of replacement headlight bulb that lasts longer than the cheap ones at the store?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the best brand of replacement headlight bulb that lasts longer than the cheap ones at the store?
1 real search · 1 real-search pass
best long life halogen headlight bulbs Philips LongLife EcoVision Sylvania Long Life 2026 lifespan warranty comparisonGoogle ↗
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
best long life halogen headlight bulbs Philips LongLife EcoVision Sylvania Long Life 2026 lifespan warranty comparison Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best long life halogen headlight bulbs Philips LongLife EcoVision Sylvania Long Life 2026 lifespan warranty comparison
OBSERVED
Google ↗
AI Mode ↗
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