Real ChatGPT answer · index seedu8eSlXjOxwYcompleteInsurance · home insurancecomparison

Can you analyze if getting a Liberty Mutual quote online saves more money than calling an independent agent for a policy in Ohio?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you analyze if getting a Liberty Mutual quote online saves more money than calling an independent agent for a policy in Ohio?
3 real searches · 1 real-search pass
Liberty Mutual Ohio direct online quote independent agent pricing discounts agents Ohio insurance shoppingGoogle ↗
OBSERVEDComparison
Ohio Department of Insurance consumer guide compare auto homeowners insurance independent agents quotesGoogle ↗
OBSERVEDComparison
Liberty Mutual independent agents appointed agents direct sales online quote commission pricingGoogle ↗
OBSERVEDOther / navigational

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 (3)
Short factOther / navigational33%Comparison67%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Liberty Mutual Ohio direct online quote independent agent pricing discounts agents Ohio insurance shopping Google ↗
Ohio Department of Insurance consumer guide compare auto homeowners insurance independent agents quotes Google ↗
Liberty Mutual independent agents appointed agents direct sales online quote commission pricing Google ↗
  1. Partnerships with Liberty Mutual Insurance · libertymutual.com
  2. Independent Agent FAQs · agents.libertymutual.com
  3. How to Choose an Insurance Agent · content.naic.org
  4. Automobile Insurance Guide · insurance.ohio.gov
  5. Homeowners Insurance Guide · insurance.ohio.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual Ohio direct online quote independent agent pricing discounts agents Ohio insurance shopping
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Ohio Department of Insurance consumer guide compare auto homeowners insurance independent agents quotes
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Liberty Mutual independent agents appointed agents direct sales online quote commission pricing
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1