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Real ChatGPT answer · index seedHBjM2moWhtccompleteAutomotivecomparison

Is financing a car with bad credit through a credit union significantly cheaper than using the manufacturer's captive lender like GM Financial?

ChatGPTgpt-63 queries2h ago
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is financing a car with bad credit through a credit union significantly cheaper than using the manufacturer's captive lender like GM Financial?
3 real searches · 1 real-search pass
Experian State of Automotive Finance Q4 2025 auto loan interest rates credit score tiersGoogle ↗
OBSERVEDReason
credit union auto loan rates bad credit compared captive finance GM Financial subprime auto loan rates 2026Google ↗
OBSERVEDComparison
GM Financial auto financing special offers APR terms officialGoogle ↗
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 (3)
Short fact: wants a specific short fact: a number, date, name, place, priceShort factChatGPT real searches · Short fact: 0 of 3 queries (0%)Other / navigational: a site, brand, product, person or place with no question behind itOther / navigationalChatGPT real searches · Other / navigational: 0 of 3 queries (0%)Comparison: compares options or asks for the best / top / cheapestComparisonChatGPT real searches · Comparison: 2 of 3 queries (67%)67%Consequence: what happens as a result: effects, outcomesConsequenceChatGPT real searches · Consequence: 0 of 3 queries (0%)Reason: why something happens or what causes itReasonChatGPT real searches · Reason: 1 of 3 queries (33%)33%Definition: what something is or what a term meansDefinitionChatGPT real searches · Definition: 0 of 3 queries (0%)Instruction: how to do something: steps, a tutorial, a fixInstructionChatGPT real searches · Instruction: 0 of 3 queries (0%)Yes / no: a yes-or-no questionYes / noChatGPT real searches · Yes / no: 0 of 3 queries (0%)

Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Experian State of Automotive Finance Q4 2025 auto loan interest rates credit score tiers Google ↗
credit union auto loan rates bad credit compared captive finance GM Financial subprime auto loan rates 2026 Google ↗
GM Financial auto financing special offers APR terms official Google ↗
6 cited sources
  1. Bad Credit Auto Loans of 2026 · www.nerdwallet.com
  2. How To Get A Car Loan With Bad Credit · www.bankrate.com
  3. What Is a Captive Auto Lender? · www.nerdwallet.com
  4. A Closer Look at 0% Auto Financing | Auto Financing · www.gmfinancial.com
  5. Where to Shop for a Car Loan · www.consumerreports.org
  6. Comparing auto loans for borrowers with subprime credit scores · www.consumerfinance.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Experian State of Automotive Finance Q4 2025 auto loan interest rates credit score tiers
OBSERVED
Google ↗
AI Mode ↗		—Reason——1x
of 1
credit union auto loan rates bad credit compared captive finance GM Financial subprime auto loan rates 2026
OBSERVED
Google ↗
AI Mode ↗		—Comparison——1x
of 1
GM Financial auto financing special offers APR terms official
OBSERVED
Google ↗
AI Mode ↗		—Comparison——1x
of 1
Is financing a car with bad credit through a credit union… — Query fan-out · queryfanout.com