Real ChatGPT answer · index seedxCG1GeDAhmMcompleteAutomotive · used carscommercial

Are third-party extended warranties offered by used car dealerships worth buying for a high-mileage delivery vehicle based on current consumer reports?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are third-party extended warranties offered by used car dealerships worth buying for a high-mileage delivery vehicle based on current consumer reports?
3 real searches · 1 real-search pass
Consumer Reports extended car warranties worth it third party used car warranty high mileage commercial delivery use exclusions 2026Google ↗
OBSERVEDReason
FTC extended auto warranties service contracts exclusions claims denial commercial use vehicle deliveryGoogle ↗
OBSERVEDReason
Consumer Reports used car extended warranty survey repair costs reliability service contractGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
Consumer Reports extended car warranties worth it third party used car warranty high mileage commercial delivery use exclusions 2026 Google ↗
FTC extended auto warranties service contracts exclusions claims denial commercial use vehicle delivery Google ↗
Consumer Reports used car extended warranty survey repair costs reliability service contract Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Consumer Reports extended car warranties worth it third party used car warranty high mileage commercial delivery use exclusions 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
FTC extended auto warranties service contracts exclusions claims denial commercial use vehicle delivery
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Consumer Reports used car extended warranty survey repair costs reliability service contract
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1