Real ChatGPT answer · index seedoFtJiaXOShccompleteRetail and ecommerce · secondhand and resalecommercial
Which certified pre-owned luxury vehicle programs offer the most comprehensive bumper-to-bumper warranty extensions for used European imports under fifty thousand miles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which certified pre-owned luxury vehicle programs offer the most comprehensive bumper-to-bumper warranty extensions for used European imports under fifty thousand miles?
7 real searches · 1 real-search pass
2026 certified pre-owned warranty coverage BMW Mercedes-Benz Audi Porsche Volvo Jaguar Land Rover official warranty terms USGoogle ↗
OBSERVEDOther / navigational
BMW CPO warranty 1 year unlimited miles after new car warranty official USGoogle ↗
OBSERVEDOther / navigational
Mercedes-Benz certified pre-owned warranty 1 year unlimited miles official USAGoogle ↗
OBSERVEDOther / navigational
Audi certified pre-owned limited warranty 1 year 20,000 miles official USAGoogle ↗
OBSERVEDOther / navigational
Porsche Approved Certified Pre-Owned warranty 2 years unlimited miles official USAGoogle ↗
OBSERVEDOther / navigational
Volvo certified by Volvo warranty 5 years unlimited miles official USAGoogle ↗
OBSERVEDOther / navigational
Jaguar Land Rover certified pre-owned warranty 1 year 2026 official USAGoogle ↗
OBSERVEDOther / navigational
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 (7)
Classes come from the query-classifier (a local Laya model). 7 of 7 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT7 real searches · gpt-6
2026 certified pre-owned warranty coverage BMW Mercedes-Benz Audi Porsche Volvo Jaguar Land Rover official warranty terms US Google ↗
BMW CPO warranty 1 year unlimited miles after new car warranty official US Google ↗
Mercedes-Benz certified pre-owned warranty 1 year unlimited miles official USA Google ↗
Audi certified pre-owned limited warranty 1 year 20,000 miles official USA Google ↗
Porsche Approved Certified Pre-Owned warranty 2 years unlimited miles official USA Google ↗
Volvo certified by Volvo warranty 5 years unlimited miles official USA Google ↗
Jaguar Land Rover certified pre-owned warranty 1 year 2026 official USA Google ↗
- Porsche Certified Pre-owned · porsche.com
- Certified Pre-Owned Program · theexchange.porsche.com
- Porsche Warranty · porsche.com
- Certified Pre-Owned (CPO) Cars and SUV · mbusa.com
- Mercedes-Benz CPO Extended Limited Warranty · mbusa.com
- Certified by Volvo | Pre-Owned Program | CPO · volvocars.com
- Certified by Volvo Warranty | Warranty · volvocars.com
- Certified Pre-Owned Luxury SUVs · landroverusa.com
- Pre-Owned SUVs - Warranty & Certification · landroverusa.com
- BMW Certified Pre-Owned (CPO) · bmwusa.com
- Certified Pre-Owned · faq.bmwusa.com
- Certified pre-owned · audiusa.com
- Audi Warranty & Protection Plans · audiusa.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
7 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 certified pre-owned warranty coverage BMW Mercedes-Benz Audi Porsche Volvo Jaguar Land Rover official warranty terms US OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
BMW CPO warranty 1 year unlimited miles after new car warranty official US OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Mercedes-Benz certified pre-owned warranty 1 year unlimited miles official USA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Audi certified pre-owned limited warranty 1 year 20,000 miles official USA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Porsche Approved Certified Pre-Owned warranty 2 years unlimited miles official USA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Volvo certified by Volvo warranty 5 years unlimited miles official USA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Jaguar Land Rover certified pre-owned warranty 1 year 2026 official USA OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |