Real ChatGPT answer · index seedJWwAjRBmXHIcompleteAutomotive · car repair and maintenancecomparison
Is it worth paying extra for extended warranties on our new delivery vans or should we self insure for unexpected mechanical breakdowns?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth paying extra for extended warranties on our new delivery vans or should we self insure for unexpected mechanical breakdowns?
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
commercial vehicle extended warranty fleet self insurance mechanical breakdown warranty exclusions cost analysis Google ↗
fleet maintenance benchmarking delivery vans repair costs downtime preventive maintenance commercial fleet 2025 Google ↗
- Guide to Automobile Service Contracts, Extended Warranties and Other Repair Agreements · insurance.ca.gov
- When an Extended Warranty Makes Sense...and When it Doesn't · automotive-fleet.com
- 7 Questions: Are Extended Warranties Right for Your Trucks? · worktruckonline.com
- Maintenance trends from Fleetio benchmarking report · fleetmaintenance.com
- Insights and recommendations to position your fleet for success. · holman.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
commercial vehicle extended warranty fleet self insurance mechanical breakdown warranty exclusions cost analysis OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
fleet maintenance benchmarking delivery vans repair costs downtime preventive maintenance commercial fleet 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |