Real ChatGPT answer · index seed5LPWfZWe7uQcompleteAutomotive · auto financing and leasingbrand

Can Capital One Auto Navigator pre qualification hurt my credit score if I am shopping for three delivery vans for my catering company?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can Capital One Auto Navigator pre qualification hurt my credit score if I am shopping for three delivery vans for my catering company?
2 real searches · 1 real-search pass
Capital One Auto Navigator pre-qualification soft inquiry credit score business vehicles multiple vehicles officialGoogle ↗
OBSERVEDOther / navigational
Capital One Auto Navigator eligibility business use commercial vehicles credit inquiry FAQGoogle ↗
OBSERVEDOther / navigational

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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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
Capital One Auto Navigator pre-qualification soft inquiry credit score business vehicles multiple vehicles official Google ↗
Capital One Auto Navigator eligibility business use commercial vehicles credit inquiry FAQ Google ↗
  1. Frequently Asked Questions · capitalone.com
  2. Disclosures · capitalone.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Capital One Auto Navigator pre-qualification soft inquiry credit score business vehicles multiple vehicles official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Capital One Auto Navigator eligibility business use commercial vehicles credit inquiry FAQ
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1