Real ChatGPT answer · index seedlyyp2Y85b5scompleteAutomotive · car repair and maintenancecommercial
Are third party extended warranties worth buying for a used college commuter car based on reliability ratings?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are third party extended warranties worth buying for a used college commuter car based on reliability ratings?
3 real searches · 1 real-search pass
third party extended car warranty worth it used car reliability ratings consumer advice 2026Google ↗
OBSERVEDComparison
Consumer Reports used car reliability ratings 2025 Toyota Honda Mazda reliability used cars extended warranty adviceGoogle ↗
OBSERVEDReason
FTC extended auto warranty service contract exclusions repair shop claims used carGoogle ↗
OBSERVEDShort fact
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)
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
third party extended car warranty worth it used car reliability ratings consumer advice 2026 Google ↗
Consumer Reports used car reliability ratings 2025 Toyota Honda Mazda reliability used cars extended warranty advice Google ↗
FTC extended auto warranty service contract exclusions repair shop claims used car Google ↗
- Auto Warranties and Auto Service Contracts · consumer.ftc.gov
- What to know about auto service contracts and extended warranty scams · consumer.ftc.gov
- Should You Get an Extended Warranty for Your Car? · consumerreports.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
third party extended car warranty worth it used car reliability ratings consumer advice 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Consumer Reports used car reliability ratings 2025 Toyota Honda Mazda reliability used cars extended warranty advice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FTC extended auto warranty service contract exclusions repair shop claims used car OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |