Real ChatGPT answer · index seednQA4yK2VSrUcompleteAutomotive · car reliability and safetycommercial
What do current expert reviews say about third party extended warranties versus factory warranties
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What do current expert reviews say about third party extended warranties versus factory warranties
3 real searches · 1 real-search pass
expert reviews manufacturer backed extended vehicle service contracts vs third party extended car warranties Consumer Reports Edmunds Kelley Blue Book 2025 2026Google ↗
OBSERVEDComparison
FTC extended auto warranties service contracts consumer advice claims exclusions third party manufacturerGoogle ↗
OBSERVEDOther / navigational
NerdWallet manufacturer extended warranty vs third party car warranty pros cons expertGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 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
expert reviews manufacturer backed extended vehicle service contracts vs third party extended car warranties Consumer Reports Edmunds Kelley Blue Book 2025 2026 Google ↗
FTC extended auto warranties service contracts consumer advice claims exclusions third party manufacturer Google ↗
NerdWallet manufacturer extended warranty vs third party car warranty pros cons expert Google ↗
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
expert reviews manufacturer backed extended vehicle service contracts vs third party extended car warranties Consumer Reports Edmunds Kelley Blue Book 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
FTC extended auto warranties service contracts consumer advice claims exclusions third party manufacturer OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
NerdWallet manufacturer extended warranty vs third party car warranty pros cons expert OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |