We are stuck on a dark highway with a flat tire and I need to know how fast Liberty Mutual roadside assistance actually dispatches help when you submit a claim through their app.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are stuck on a dark highway with a flat tire and I need to know how fast Liberty Mutual roadside assistance actually dispatches help when you submit a claim through their app.
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
Liberty Mutual roadside assistance app dispatch time estimated arrival how roadside assistance works 2026 Google ↗
Liberty Mutual roadside assistance claim app provider dispatch status estimated arrival time Google ↗
- 24-Hour Roadside Assistance · libertymutual.com
- Contact Us · libertymutualgroup.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Liberty Mutual roadside assistance app dispatch time estimated arrival how roadside assistance works 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
Liberty Mutual roadside assistance claim app provider dispatch status estimated arrival time OBSERVED | Google ↗ AI Mode ↗ | — | Short fact | — | — | 1x of 1 |