What telematics programs or OBD-two devices actually yield meaningful results when attempting lowering my monthly insurance premiums based on actual mileage?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What telematics programs or OBD-two devices actually yield meaningful results when attempting lowering my monthly insurance premiums based on actual mileage?
3 real searches · 1 real-search pass
2026 pay per mile auto insurance programs mileage-based insurance Metromile Nationwide SmartMiles Allstate Milewise State Farm Drive Safe Save New YorkGoogle ↗
OBSERVEDComparison
2026 insurance telematics programs mileage discount OBD-II device app actual mileage premium reduction insurer officialGoogle ↗
OBSERVEDConsequence
OBD II mileage tracker insurance discount device programs low mileage insurance 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 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
2026 pay per mile auto insurance programs mileage-based insurance Metromile Nationwide SmartMiles Allstate Milewise State Farm Drive Safe Save New York Google ↗
2026 insurance telematics programs mileage discount OBD-II device app actual mileage premium reduction insurer official Google ↗
OBD II mileage tracker insurance discount device programs low mileage insurance 2026 Google ↗
- Drive Safe & Save® – Safe Driver Discounts · statefarm.com
- FAQs - Understanding SafePilot Miles · usaa.com
- DriveEasy · geico.com
- Snapshot Frequently Asked Questions · progressive.com
- Insurance Topics | Telematics · content.naic.org
- How Does Pay-Per-Mile Car Insurance Work? · cnbc.com
- Telematics Insurance: Is It Right for You? · valuepenguin.com
- Pay-Per-Mile Car Insurance · allstate.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 pay per mile auto insurance programs mileage-based insurance Metromile Nationwide SmartMiles Allstate Milewise State Farm Drive Safe Save New York OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
2026 insurance telematics programs mileage discount OBD-II device app actual mileage premium reduction insurer official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
OBD II mileage tracker insurance discount device programs low mileage insurance 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |