Who offers the best auto refinancing rates for someone with average credit living in the greater Pittsburgh metropolitan area today
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Who offers the best auto refinancing rates for someone with average credit living in the greater Pittsburgh metropolitan area today
1 real search · 1 real-search pass
2026 auto refinance rates average credit Pittsburgh Pennsylvania credit unions banks current rates November 2026Google ↗
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
2026 auto refinance rates average credit Pittsburgh Pennsylvania credit unions banks current rates November 2026 Google ↗
- PenFed auto refinancing · penfed.org
- Compare auto refinance offers · lendingtree.com
- Auto Refinance Rates: What To Expect by Credit Score in October 2026 · lendingtree.com