Real ChatGPT answer · index seedF1BXpq2iMAccompleteAutomotive · car repair and maintenanceinformational

How much does a pair of silver-star headlight bulbs cost at Walmart compared to buying them directly from a mechanic?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much does a pair of silver-star headlight bulbs cost at Walmart compared to buying them directly from a mechanic?
1 real search · 1 real-search pass
Walmart Sylvania SilverStar headlight bulb pair prices 2026 mechanic markup parts price installation costGoogle ↗
OBSERVED

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Query classes

Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.

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Queries

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Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Walmart Sylvania SilverStar headlight bulb pair prices 2026 mechanic markup parts price installation cost
OBSERVED
Google ↗
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