Real ChatGPT answer · index seedylAkWMBtDP4completeAutomotive · auto financing and leasingbrand

What alternative lenders offer better interest rate car loans for college graduates than PenFed credit union right now

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What alternative lenders offer better interest rate car loans for college graduates than PenFed credit union right now
2 real searches · 1 real-search pass
best auto loan rates October 2026 college graduate recent graduate auto loan programs lender APR United StatesGoogle ↗
OBSERVEDComparison
college graduate car loan programs recent graduates auto loan APR lenders 2026 PenFed comparisonGoogle ↗
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 / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model).

Searches and sources

ChatGPT2 real searches · gpt-6
best auto loan rates October 2026 college graduate recent graduate auto loan programs lender APR United States Google ↗
college graduate car loan programs recent graduates auto loan APR lenders 2026 PenFed comparison Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best auto loan rates October 2026 college graduate recent graduate auto loan programs lender APR United States
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
college graduate car loan programs recent graduates auto loan APR lenders 2026 PenFed comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1