Real ChatGPT answer · index seedV7gFrnWYrz0completeAutomotive · car repair and maintenancecommercial

Which roadside assistance app is the most reliable and affordable for college students who do not have AAA

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which roadside assistance app is the most reliable and affordable for college students who do not have AAA
2 real searches · 1 real-search pass
2026 roadside assistance membership pricing HONK Urgently Good Sam Better World Club reliability reviewsGoogle ↗
OBSERVEDReason
best roadside assistance apps 2026 HONK Urgently pricing membership student affordable reliabilityGoogle ↗
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 (2)
Short factOther / navigationalComparison50%ConsequenceReason50%DefinitionInstructionYes / no

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
2026 roadside assistance membership pricing HONK Urgently Good Sam Better World Club reliability reviews Google ↗
best roadside assistance apps 2026 HONK Urgently pricing membership student affordable reliability Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 roadside assistance membership pricing HONK Urgently Good Sam Better World Club reliability reviews
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
best roadside assistance apps 2026 HONK Urgently pricing membership student affordable reliability
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1