Real ChatGPT answer · index seedlyURhedpkWEcompleteAutomotive · new carslocal

Are extended warranty plans from third party companies better than the factory warranty when financing a brand new crossover SUV in Texas

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are extended warranty plans from third party companies better than the factory warranty when financing a brand new crossover SUV in Texas
3 real searches · 1 real-search pass
Texas vehicle service contract consumer protection third party extended warranty Texas Department of Licensing Regulation cancellation requirementsGoogle ↗
OBSERVEDComparison
FTC auto warranties vehicle service contracts manufacturer warranty third party coverage consumer adviceGoogle ↗
OBSERVEDReason
manufacturer new vehicle warranty transferability authorized dealer service contract coverage crossover SUV 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 / navigationalComparison33%ConsequenceReason67%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
Texas vehicle service contract consumer protection third party extended warranty Texas Department of Licensing Regulation cancellation requirements Google ↗
FTC auto warranties vehicle service contracts manufacturer warranty third party coverage consumer advice Google ↗
manufacturer new vehicle warranty transferability authorized dealer service contract coverage crossover SUV warranty Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Texas vehicle service contract consumer protection third party extended warranty Texas Department of Licensing Regulation cancellation requirements
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FTC auto warranties vehicle service contracts manufacturer warranty third party coverage consumer advice
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
manufacturer new vehicle warranty transferability authorized dealer service contract coverage crossover SUV warranty
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1