What is the step-by-step process for getting pre-approved for an auto loan through an online lender instead of using dealership financing?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the step-by-step process for getting pre-approved for an auto loan through an online lender instead of using dealership financing?
1 real search · 1 real-search pass
CFPB auto loan preapproval compare financing dealership direct lender soft inquiry hard inquiry auto loan shoppingGoogle ↗
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
CFPB auto loan preapproval compare financing dealership direct lender soft inquiry hard inquiry auto loan shopping Google ↗
- Visit Capital One Auto Navigator · capitalone.com
- Visit LightStream · lightstream.com
- Visit Caribou · caribou.com
- Visit myAutoloan · myautoloan.com
- When will my lender run or obtain a copy of my credit report? · consumerfinance.gov
- Getting Preapproved for a Car Loan: Why It Matters · lendingtree.com
- How will shopping for an auto loan affect my credit? · consumerfinance.gov