Real ChatGPT answer · index seedcJHlOyJOoHIcompleteAutomotive · tirescomparison

How do Sams Club tire installation warranties compare to what Walmart or local independent tire shops offer customers?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do Sams Club tire installation warranties compare to what Walmart or local independent tire shops offer customers?
3 real searches · 1 real-search pass
Sam's Club tire installation warranty road hazard protection lifetime balance rotation flat repair official policyGoogle ↗
OBSERVEDReason
Walmart tire installation package warranty road hazard protection tire services official policyGoogle ↗
OBSERVEDOther / navigational
independent tire shop installation warranty workmanship road hazard warranty varies examples tire shop warrantyGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigational33%ComparisonConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Sam's Club tire installation warranty road hazard protection lifetime balance rotation flat repair official policy Google ↗
Walmart tire installation package warranty road hazard protection tire services official policy Google ↗
independent tire shop installation warranty workmanship road hazard warranty varies examples tire shop warranty Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Sam's Club tire installation warranty road hazard protection lifetime balance rotation flat repair official policy
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Walmart tire installation package warranty road hazard protection tire services official policy
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
independent tire shop installation warranty workmanship road hazard warranty varies examples tire shop warranty
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1