Real ChatGPT answer · index seed0CyMZt9N40scompleteAutomotive · car repair and maintenancecommercial

Are budget ceramic brake pads worth the extra money compared to metallic ones when trying to save on car maintenance?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are budget ceramic brake pads worth the extra money compared to metallic ones when trying to save on car maintenance?
1 real search · 1 real-search pass
ceramic vs semi metallic brake pads cost lifespan rotor wear manufacturer technical guidanceGoogle ↗
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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT1 real searches · gpt-6
ceramic vs semi metallic brake pads cost lifespan rotor wear manufacturer technical guidance Google ↗

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
ceramic vs semi metallic brake pads cost lifespan rotor wear manufacturer technical guidance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
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