Real ChatGPT answer · index seedf8GPAYoxoHscompleteAutomotive · car reliability and safetycommercial
Can you compare the certified pre-owned bumper-to-bumper warranty extensions offered by Lexus versus BMW for vehicles under fifty thousand miles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the certified pre-owned bumper-to-bumper warranty extensions offered by Lexus versus BMW for vehicles under fifty thousand miles?
3 real searches · 1 real-search pass
Lexus L/Certified vs BMW Certified Pre-Owned warranty coverage exclusions mileage 2026 officialGoogle ↗
OBSERVEDComparison
Lexus L/Certified warranty comprehensive coverage 2 years unlimited miles 2026 officialGoogle ↗
OBSERVEDOther / navigational
BMW Certified Pre-Owned limited warranty coverage 1 year unlimited miles after new vehicle warranty official 2026Google ↗
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 (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
Lexus L/Certified vs BMW Certified Pre-Owned warranty coverage exclusions mileage 2026 official Google ↗
Lexus L/Certified warranty comprehensive coverage 2 years unlimited miles 2026 official Google ↗
BMW Certified Pre-Owned limited warranty coverage 1 year unlimited miles after new vehicle warranty official 2026 Google ↗
- L/Certified by Lexus | Certification & Warranty · lexus.com
- I'm shopping for a used Lexus and keep coming across the term "L/Certified by Lexus." What does that mean? · lexusfinancial.com
- Certified Pre-Owned · faq.bmwusa.com
- BMW Certified Pre-Owned (CPO) · bmwusa.com
- Lexus' L/Certified Pre-Owned Program · kbb.com
- Certified Pre-Owned Benefits · bmwstore.com
- L/CERTIFIED BY LEXUS · lexus.com
- 2/27/24, 2:25 PM · kbb.com
- Certified Pre-Owned Warranty · faq.bmwusa.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Lexus L/Certified vs BMW Certified Pre-Owned warranty coverage exclusions mileage 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Lexus L/Certified warranty comprehensive coverage 2 years unlimited miles 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
BMW Certified Pre-Owned limited warranty coverage 1 year unlimited miles after new vehicle warranty official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |