Real ChatGPT answer · index seedCEjyLWiZ18ocompleteAutomotive · car repair and maintenancecommercial

What do recent customer reviews say about the durability of ceramic brake pads versus metallic ones for delivery vehicles that do mostly stop and go city driving?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What do recent customer reviews say about the durability of ceramic brake pads versus metallic ones for delivery vehicles that do mostly stop and go city driving?
1 real search · 1 real-search pass
recent customer reviews ceramic vs metallic brake pads durability stop and go city driving delivery vehicles 2026Google ↗
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). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
recent customer reviews ceramic vs metallic brake pads durability stop and go city driving delivery vehicles 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1