Is a certified pre-owned warranty from a luxury brand like Mercedes-Benz better than buying an exclusionary third-party extended warranty for a used AMG model?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is a certified pre-owned warranty from a luxury brand like Mercedes-Benz better than buying an exclusionary third-party extended warranty for a used AMG model?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Mercedes-Benz USA certified pre-owned warranty coverage 2026 CPO limited warranty terms AMG Google ↗
Mercedes-Benz extended limited warranty vs third party exclusionary vehicle service contract claims repair authorization exclusions Google ↗
- Certified Pre-Owned (CPO) Cars and SUV · mbusa.com
- Mercedes-Benz CPO Extended Limited Warranty · mbusa.com
- Coverage exclusions may apply⁷ · mbusa.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Mercedes-Benz USA certified pre-owned warranty coverage 2026 CPO limited warranty terms AMG OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Mercedes-Benz extended limited warranty vs third party exclusionary vehicle service contract claims repair authorization exclusions OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |