Real ChatGPT answer · index seedLKZyj39NKo8completeInsurance · auto insurancebrand

Liberty Mutual is quoting me an insane amount for adding a teenager to my policy today, are there better alternatives for families with new drivers?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Liberty Mutual is quoting me an insane amount for adding a teenager to my policy today, are there better alternatives for families with new drivers?
2 real searches · 1 real-search pass
best car insurance companies for families with teen drivers Illinois 2026 rates discounts State Farm Erie Auto-Owners Travelers AmicaGoogle ↗
OBSERVEDComparison
Illinois auto insurance teen driver discounts good student driver training distant student multi car family policy 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 (2)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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 car insurance companies for families with teen drivers Illinois 2026 rates discounts State Farm Erie Auto-Owners Travelers Amica Google ↗
Illinois auto insurance teen driver discounts good student driver training distant student multi car family policy 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best car insurance companies for families with teen drivers Illinois 2026 rates discounts State Farm Erie Auto-Owners Travelers Amica
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Illinois auto insurance teen driver discounts good student driver training distant student multi car family policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1