Real ChatGPT answer · index seedsKWlQEy2vwkcompleteAutomotive · car reliability and safetyinformational
I need a comprehensive breakdown calculating total cost of ownership over five years for a certified pre-owned BMW 3 Series versus a new Lexus IS.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I need a comprehensive breakdown calculating total cost of ownership over five years for a certified pre-owned BMW 3 Series versus a new Lexus IS.
1 real search · 1 real-search pass
2026 Lexus IS pricing MSRP warranty maintenance; BMW CPO warranty 2023 330i pricing maintenance cost depreciation insurance fuel five year ownership comparisonGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model).
Searches and sources
ChatGPT1 real searches · gpt-6
2026 Lexus IS pricing MSRP warranty maintenance; BMW CPO warranty 2023 330i pricing maintenance cost depreciation insurance fuel five year ownership comparison Google ↗
- 2026 Lexus IS Trims Comparison [+ Chart] · edmunds.com
- 2026 BMW 3-Series vs 2026 Lexus IS · origin-www-k8s-preview.thecarconnection.com
- BMW Certified Pre-Owned (CPO) · bmwusa.com
Queries
1 queries · click a column to sort