Real ChatGPT answer · index seedGyjwCNFDdGocompleteAutomotive · auto financing and leasingcomparison

We are trying to decide if the Ford credit pre approval process impacts our credit score more than shopping around multiple online lenders.

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
We are trying to decide if the Ford credit pre approval process impacts our credit score more than shopping around multiple online lenders.
2 real searches · 1 real-search pass
Ford Credit preapproval prequalification soft credit inquiry hard inquiry officialGoogle ↗
OBSERVEDYes / no
FICO auto loan rate shopping inquiry window 14 45 days multiple lenders official CFPBGoogle ↗
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%ConsequenceReasonDefinitionInstructionYes / no50%

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
Ford Credit preapproval prequalification soft credit inquiry hard inquiry official Google ↗
FICO auto loan rate shopping inquiry window 14 45 days multiple lenders official CFPB Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ford Credit preapproval prequalification soft credit inquiry hard inquiry official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
FICO auto loan rate shopping inquiry window 14 45 days multiple lenders official CFPB
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1