Real ChatGPT answer · index seedGPLVuyNPhUocompleteAutomotive · auto financing and leasinginformational

I just graduated and need a reliable car for my new job in Chicago, so can you explain how the Capital One Auto Navigator pre qualification works without hurting my credit score?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I just graduated and need a reliable car for my new job in Chicago, so can you explain how the Capital One Auto Navigator pre qualification works without hurting my credit score?
2 real searches · 1 real-search pass
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry official FAQ 2026Google ↗
OBSERVEDYes / no
Capital One Auto Navigator how prequalification works official terms estimated APR monthly payment dealer financingGoogle ↗
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
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry official FAQ 2026 Google ↗
Capital One Auto Navigator how prequalification works official terms estimated APR monthly payment dealer financing Google ↗
  1. Capital One's official pre-qualification page · capitalone.com
  2. Frequently Asked Questions · capitalone.com
  3. Disclosures · capitalone.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry official FAQ 2026
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
Capital One Auto Navigator how prequalification works official terms estimated APR monthly payment dealer financing
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1