Real ChatGPT answer · index seedqE4Po3bWlI0completeAutomotive · tirescomparison

How does Sam's Club warranty service compare to a dedicated tire shop when dealing with a flat on a commercial vehicle?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does Sam's Club warranty service compare to a dedicated tire shop when dealing with a flat on a commercial vehicle?
2 real searches · 1 real-search pass
Sam's Club tire installation warranty road hazard protection commercial vehicles exclusions flat repair policyGoogle ↗
OBSERVEDComparison
dedicated commercial truck tire shop flat repair commercial vehicle tire service warranty comparisonGoogle ↗
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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Sam's Club tire installation warranty road hazard protection commercial vehicles exclusions flat repair policy Google ↗
dedicated commercial truck tire shop flat repair commercial vehicle tire service warranty comparison Google ↗
  1. Premium Tire Installation Package · help.samsclub.com
  2. Tire Installation Package · samsclub.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sam's Club tire installation warranty road hazard protection commercial vehicles exclusions flat repair policy
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
dedicated commercial truck tire shop flat repair commercial vehicle tire service warranty comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1