Real ChatGPT answer · index seedk6HsZnso9wocompleteParenting and family · family financescomparison

Is co-signing a private student loan worse for my credit utilization ratio than personal loan debt when applying for a car refinance?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is co-signing a private student loan worse for my credit utilization ratio than personal loan debt when applying for a car refinance?
2 real searches · 1 real-search pass
FICO credit utilization installment loans revolving credit utilization co-signed student loan debt to income auto refinanceGoogle ↗
OBSERVEDReason
CFPB co-signing private student loan credit report debt to income auto loan refinanceGoogle ↗
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
FICO credit utilization installment loans revolving credit utilization co-signed student loan debt to income auto refinance Google ↗
CFPB co-signing private student loan credit report debt to income auto loan refinance Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
FICO credit utilization installment loans revolving credit utilization co-signed student loan debt to income auto refinance
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFPB co-signing private student loan credit report debt to income auto loan refinance
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1