Real ChatGPT answer · index seed2upNaADCqjkcompleteAutomotive · auto financing and leasingcomparison

What is the difference between Capital One Auto Navigator pre-qualification and a hard credit pull when shopping at local dealerships?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the difference between Capital One Auto Navigator pre-qualification and a hard credit pull when shopping at local dealerships?
2 real searches · 1 real-search pass
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry dealership official FAQGoogle ↗
OBSERVEDYes / no
CFPB auto loan rate shopping multiple hard inquiries 14 45 days 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 / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / 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
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry dealership official FAQ Google ↗
CFPB auto loan rate shopping multiple hard inquiries 14 45 days credit score Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry dealership official FAQ
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
CFPB auto loan rate shopping multiple hard inquiries 14 45 days credit score
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1