Real ChatGPT answer · index seedlIS5dtghS40completeAutomotive · car buying processinformational

What documents and credit check requirements do I need to prepare before applying to refinance our auto loan with a local credit union instead of a big national bank?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What documents and credit check requirements do I need to prepare before applying to refinance our auto loan with a local credit union instead of a big national bank?
2 real searches · 1 real-search pass
credit union auto loan refinance required documents proof income payoff statement VIN credit check prequalification officialGoogle ↗
OBSERVEDReason
CFPB auto loan shopping multiple hard inquiries rate shopping window credit scoreGoogle ↗
OBSERVEDReason

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 / navigationalComparisonConsequenceReason100%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
credit union auto loan refinance required documents proof income payoff statement VIN credit check prequalification official Google ↗
CFPB auto loan shopping multiple hard inquiries rate shopping window credit score Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
credit union auto loan refinance required documents proof income payoff statement VIN credit check prequalification official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFPB auto loan shopping multiple hard inquiries rate shopping window credit score
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1