Geico accident forgiveness vs Allstate safe driving bonus which program actually saves a family more money long term
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Geico accident forgiveness vs Allstate safe driving bonus which program actually saves a family more money long term
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
GEICO Accident Forgiveness official how it works eligibility surcharge 2026 Google ↗
Allstate Safe Driving Bonus official how it works six months 2026 Google ↗
- Learn More About Claim Forgiveness · geico.com
- Upgraded Accident Forgiveness · geico.com
- How to Get a Good Driver Discount on Car Insurance · valuepenguin.com
- Layout 1 · mibsga.com
- Questions and Answers about Drivewise · allstate.com
- How much does auto insurance go up after a claim? · geico.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
GEICO Accident Forgiveness official how it works eligibility surcharge 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Allstate Safe Driving Bonus official how it works six months 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |