Real ChatGPT answer · index seedoMVnpnkgi48completeAutomotive · car buying processbrand

Which online lenders currently have the best rates for refinancing an auto loan after six months of on time payments?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which online lenders currently have the best rates for refinancing an auto loan after six months of on time payments?
2 real searches · 1 real-search pass
best auto loan refinance rates online lenders October 2026 current APR refinance rates LightStream PenFed Capital One AutoPay RefiJetGoogle ↗
OBSERVEDComparison
online auto refinance lenders current rates minimum loan age six months 2026 APR eligibilityGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
best auto loan refinance rates online lenders October 2026 current APR refinance rates LightStream PenFed Capital One AutoPay RefiJet Google ↗
online auto refinance lenders current rates minimum loan age six months 2026 APR eligibility Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best auto loan refinance rates online lenders October 2026 current APR refinance rates LightStream PenFed Capital One AutoPay RefiJet
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
online auto refinance lenders current rates minimum loan age six months 2026 APR eligibility
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1