Real ChatGPT answer · index seedibgx0TUwi6IcompleteInsurance · home insuranceinformational

How does Liberty Mutual determine their credit score penalty for home insurance quotes in states where credit based scoring is still fully legal?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does Liberty Mutual determine their credit score penalty for home insurance quotes in states where credit based scoring is still fully legal?
3 real searches · 1 real-search pass
Liberty Mutual homeowners insurance credit based insurance score factors underwriting credit report officialGoogle ↗
OBSERVED
Liberty Mutual insurance score adverse action notice homeowners credit score rate determinationGoogle ↗
OBSERVED
NAIC credit based insurance scores homeowners insurance factors consumer guideGoogle ↗
OBSERVED

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.

Classifying 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Liberty Mutual homeowners insurance credit based insurance score factors underwriting credit report official Google ↗
Liberty Mutual insurance score adverse action notice homeowners credit score rate determination Google ↗
NAIC credit based insurance scores homeowners insurance factors consumer guide Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Liberty Mutual homeowners insurance credit based insurance score factors underwriting credit report official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Liberty Mutual insurance score adverse action notice homeowners credit score rate determination
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
NAIC credit based insurance scores homeowners insurance factors consumer guide
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1