Real ChatGPT answer · index seedtLqt6BoLdaAcompleteAutomotive · auto financing and leasingcomparison

How does LightStream compare to local credit unions for a used truck loan when we need to keep monthly payments low?

ChatGPTgpt-61 query10/30/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How does LightStream compare to local credit unions for a used truck loan when we need to keep monthly payments low?
1 real search · 1 real-search pass
LightStream auto loan rates terms used vehicle loan 2026; Salem Massachusetts credit union used auto truck loan rates terms 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)
Short factOther / navigationalComparison100%ConsequenceReasonDefinitionInstructionYes / no

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
LightStream auto loan rates terms used vehicle loan 2026; Salem Massachusetts credit union used auto truck loan rates terms 2026 Google ↗
  1. LightStream Auto Loans Review 2026 · wsj.com
  2. 2026 LightStream Auto Loan Review · lendingtree.com
  3. Loan Rates · newcuname.secure.cusolutionsgroup.net
  4. Used Car Loan · lightstream.com
  5. Metro Credit Union | Our Rates | Vehicle Loan · metrocu.org
  6. Auto Loans | Tremont CU · tremontcu.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
LightStream auto loan rates terms used vehicle loan 2026; Salem Massachusetts credit union used auto truck loan rates terms 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1