What is the current Capital One Auto Navigator pre qualification process and does it hurt my business credit score if I check my rate for a new delivery van in New Orleans?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the current Capital One Auto Navigator pre qualification process and does it hurt my business credit score if I check my rate for a new delivery van in New Orleans?
2 real searches · 1 real-search pass
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)
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 2026 business vehicle commercial use Google ↗
Capital One Auto Navigator FAQ prequalify does not impact credit score final application hard inquiry official Capital One Google ↗
- Start pre-qualification · capitalone.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Capital One Auto Navigator pre-qualification soft inquiry hard inquiry official 2026 business vehicle commercial use OBSERVED | Google ↗ AI Mode ↗ | — | Yes / no | — | — | 1x of 1 | |
Capital One Auto Navigator FAQ prequalify does not impact credit score final application hard inquiry official Capital One OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 |