Real ChatGPT answer · index seedPEpsfaMxV6scompleteAutomotive · car repair and maintenancecommercial
Is it worth buying extended warranties for used commercial work trucks like the Ford F-150 or am I better off paying for repairs out of pocket as they happen?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it worth buying extended warranties for used commercial work trucks like the Ford F-150 or am I better off paying for repairs out of pocket as they happen?
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
Ford F-150 used truck common repair costs engine transmission repair estimates 2025 2026 commercial vehicle extended warranty exclusions advice Google ↗
Ford Protect extended service plan coverage exclusions commercial use F-150 official Google ↗
- Ford Extended Warranty (2026) · consumeraffairs.com
- Ford F-150 Extended Warranty: Is It Worth It? · autowarranty.autos
- Ford F-150 repair costs (2026): fair prices by repair · repairmath.com
- Extended Service Plans for Commercial Fleet Vehicles · fordpro.com
- Commercial EV & Gas Vehicle Warranty · fordpro.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Ford F-150 used truck common repair costs engine transmission repair estimates 2025 2026 commercial vehicle extended warranty exclusions advice OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Ford Protect extended service plan coverage exclusions commercial use F-150 official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |