Real ChatGPT answer · index seedi9g0aJ8embMcompleteAutomotive · auto financing and leasingcomparison
How do interest rates on used commercial vehicle loans compare between PenFed Credit Union and Alliant Credit Union right now?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do interest rates on used commercial vehicle loans compare between PenFed Credit Union and Alliant Credit Union right now?
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
PenFed Credit Union used commercial vehicle loan rates business vehicle financing rates 2026 Google ↗
Alliant Credit Union used commercial vehicle loan rates commercial vehicle financing 2026 Google ↗
- Auto Loans · alliantcreditunion.org
- PenFed Credit Union Auto Loan Rates · carrotrate.com
- Alliant Credit Union Interest Rates on Savings, Mortgages & More · alliantcreditunion.org
- Disclosures · alliantcreditunion.org
- PenFed auto loans · penfed.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
PenFed Credit Union used commercial vehicle loan rates business vehicle financing rates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Alliant Credit Union used commercial vehicle loan rates commercial vehicle financing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |