Looking for user reviews and expert recommendations on the best auto insurance policies that include generous personal injury protection for daily commuters.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for user reviews and expert recommendations on the best auto insurance policies that include generous personal injury protection for daily commuters.
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). 1 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
best auto insurance companies personal injury protection PIP expert ratings customer reviews Oklahoma 2026 Google ↗
Oklahoma auto insurance PIP availability coverage limits optional personal injury protection Google ↗
- Choosing your Automobile Insurance Policy · oid.ok.gov
- Best Car Insurance Companies in Oklahoma (2026 Review) · moneygeek.com
- Best Car Insurance in Oklahoma (2026) · insurify.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best auto insurance companies personal injury protection PIP expert ratings customer reviews Oklahoma 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Oklahoma auto insurance PIP availability coverage limits optional personal injury protection OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |