Real ChatGPT answer · index seedMQybBXgSDEscompleteAutomotive · auto financing and leasingcomparison

As a first-time car buyer with a limited credit history, are credit union auto loans actually cheaper than dealer financing when you factor in all the hidden fees?

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a first-time car buyer with a limited credit history, are credit union auto loans actually cheaper than dealer financing when you factor in all the hidden fees?
3 real searches · 1 real-search pass
CFPB auto loans dealer financing interest rate markup add-on products fees auto loan shoppingGoogle ↗
OBSERVEDComparison
FTC car buying dealer add-ons documentation fees auto financing loan disclosuresGoogle ↗
OBSERVEDReason
Arkansas motor vehicle dealer documentation fee law auto purchase feesGoogle ↗
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 (3)
Short factOther / navigationalComparison33%ConsequenceReason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
CFPB auto loans dealer financing interest rate markup add-on products fees auto loan shopping Google ↗
FTC car buying dealer add-ons documentation fees auto financing loan disclosures Google ↗
Arkansas motor vehicle dealer documentation fee law auto purchase fees Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CFPB auto loans dealer financing interest rate markup add-on products fees auto loan shopping
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
FTC car buying dealer add-ons documentation fees auto financing loan disclosures
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Arkansas motor vehicle dealer documentation fee law auto purchase fees
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1