Real ChatGPT answer · index seed9dyN07NHDugcompleteAutomotive · car buying processcomparison

Is it better to get preapproved for an auto loan through a credit union like PenFed or use manufacturer promotional financing this month?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is it better to get preapproved for an auto loan through a credit union like PenFed or use manufacturer promotional financing this month?
2 real searches · 1 real-search pass
PenFed Credit Union auto loan rates October 2026 new car APR officialGoogle ↗
OBSERVEDOther / navigational
manufacturer new car promotional financing offers October 2026 0% APR officialGoogle ↗
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 / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / no

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 auto loan rates October 2026 new car APR official Google ↗
manufacturer new car promotional financing offers October 2026 0% APR official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
PenFed Credit Union auto loan rates October 2026 new car APR official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
manufacturer new car promotional financing offers October 2026 0% APR official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1