Real ChatGPT answer + Gemini simulation · index seedDhsfL2qPyR0completeAI OverviewAutomotive · auto financing and leasingcomparison
Is dealer financing actually better than getting an outside bank loan for our family minivan purchase right now?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search34 queries10/30/2026
Download run
Gemini unique queries
32
2 in ≥ half the passes · stability 38%
ChatGPT real searches predicted
50%
1 of 2 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Is dealer financing actually better than getting an outside bank loan for our family minivan purchase right now?
32 unique queries · 3 passes
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)
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. 32 queries are still being classified.
What the models actually searched
Each model answered the query with its own web search. These are the searches it ran, matched to the closest simulated query.
ChatGPT2 real searches · gpt-650% predicted
October 2026 current auto loan interest rates average new used car loans credit union bank United States Google ↗
2026 minivan manufacturer financing offers October 2026 Chrysler Pacifica Toyota Sienna Honda Odyssey Kia Carnival Google ↗
- Best Minivan Deals for October 2026 · edmunds.com
- Van/Minivan Financing Deals & APR Offers Near You · carsdirect.com
- Results for Special Offers on New Models · kia.com
- Auto Loan Rates & Financing in 2026 · bankrate.com
- Auto Loan Rates | New, Used and Refinance · chase.com
Semantic map
Every query placed by meaning (EmbeddingGemma 2, 256-d). Shaded regions are topics, nearby points are near-paraphrases, and a circle's size is how often the query came back.
Colour
SimulatedReal search
Hover a query to see its counterpart · click a topic to focus it · zoom with Ctrl/⌘ + scroll, a pinch, double-click or +
Queries
32 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
dealer financing vs bank loan car purchase pros and cons REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct breakdown of the advantages and disadvantages between financing through a car dealership versus a traditional bank. | — | comparison_table | dealer financing versus bank loans | 3x of 3 | |
hidden fees in dealership auto financing contracts IMPLICIT | Google ↗ AI Mode ↗ | The user wants to identify extra charges, dealer markups, or mandatory product add-ons buried in dealership loan agreements. | — | checklist | dealership financing mechanics and hidd… | 3x of 3 | |
current average auto loan interest rates bank vs dealership 2026 RELATED | Google ↗ AI Mode ↗ | Find current market interest rate benchmarks for both banks and dealerships to determine which is cheaper right now. | — | web_article | current auto loan interest rates | 1x of 3 | |
current auto loan interest rates credit union vs dealership RELATED | Google ↗ AI Mode ↗ | Find out what typical interest rates look like right now between credit unions and dealership promotional offers. | — | web_article | current auto loan interest rates | 1x of 3 | |
current auto loan interest rates credit unions vs dealerships 2024 RELATED | Google ↗ AI Mode ↗ | The user wants to see the latest benchmark interest rates offered by credit unions compared to dealer promotional rates. | — | web_article | current auto loan interest rates | 1x of 3 | |
are 0 percent APR dealer deals worth it for minivans IMPLICIT | Google ↗ AI Mode ↗ | Determine if promotional dealer financing offers are genuinely a better deal than taking a cash discount or a standard bank loan. | — | faq_page | current minivan pricing and incentives | 1x of 3 | |
how do 0% APR dealer financing deals actually work IMPLICIT | Google ↗ AI Mode ↗ | The user needs to understand the catch or qualifying requirements behind promotional zero-percent financing offers frequently advertised by dealerships. | — | faq_page | dealership financing mechanics and hidd… | 1x of 3 | |
how to get preapproved for an auto loan before going to dealership IMPLICIT | Google ↗ AI Mode ↗ | Learn the step-by-step process of securing external financing beforehand to use as leverage at the dealership. | — | how_to_steps | auto loan preapproval importance | 1x of 3 | |
credit union auto loan vs dealership financing COMPARATIVE | Google ↗ AI Mode ↗ | Compare credit union rates and terms directly against standard dealership financing options. | — | comparison_table | dealer financing versus bank loans | 1x of 3 | |
credit union auto loan vs captive lender dealer financing COMPARATIVE | Google ↗ AI Mode ↗ | The user wants an in-depth financial comparison specifically contrasting non-profit credit union rates with manufacturer-backed captive lenders. | — | buyers_guide | dealer financing versus bank loans | 1x of 3 | |
dealer 0 percent apr financing requirements 2024 COMPARATIVE | Google ↗ AI Mode ↗ | Determine what credit score and qualifications are necessary to qualify for manufacturer promotional zero percent financing. | — | faq_page | dealership financing mechanics and hidd… | 1x of 3 | |
best family minivan models 2026 pricing and incentives ENTITY EXPANSION | Google ↗ AI Mode ↗ | Explore current minivan models and manufacturer incentives that might affect financing choices. | — | buyers_guide | current minivan pricing and incentives | 1x of 3 | |
best family minivans 2024 pricing and incentives ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to see current pricing models and special manufacturer incentives for popular family minivans. | — | product_spec_sheet | current minivan pricing and incentives | 1x of 3 | |
best minivans to buy family vehicle comparison ENTITY EXPANSION | Google ↗ AI Mode ↗ | Evaluate top minivan options currently on the market for family use. | — | buyers_guide | current minivan pricing and incentives | 1x of 3 | |
how to finance a minivan with bad credit PERSONALIZED | Google ↗ AI Mode ↗ | Find out how credit scores influence whether a dealer or a bank will offer a better financing deal. | — | how_to_steps | minivan financing with bad credit | 1x of 3 | |
should I get pre-approved for a car loan before going to the dealership PERSONALIZED | Google ↗ AI Mode ↗ | The user is looking for strategic advice on whether arriving with a bank pre-approval gives them better leverage at the dealership. | — | how_to_steps | auto loan preapproval importance | 1x of 3 | |
financing a family car on a budget tips PERSONALIZED | Google ↗ AI Mode ↗ | Find financial management strategies specifically geared towards families buying a primary vehicle. | — | checklist | current minivan pricing and incentives | 1x of 3 | |
are credit union car loans better than major banks RELATED | Google ↗ AI Mode ↗ | Compare outside bank financing options specifically with credit unions. | — | web_article | dealer financing versus bank loans | 1x of 3 | |
car loan calculator monthly payment comparison IMPLICIT | Google ↗ AI Mode ↗ | Calculate and compare monthly payments and total interest paid under different loan terms and interest rates. | — | calculator/tool | car loan payment and interest calculato… | 1x of 3 | |
auto loan calculator total interest paid comparison RELATED | Google ↗ AI Mode ↗ | The user wants an interactive way to calculate total interest paid over various loan terms and interest rates. | — | calculator/tool | car loan payment and interest calculato… | 1x of 3 | |
should i get pre-approved for a car loan before going to the dealer REFORMULATION | Google ↗ AI Mode ↗ | Understand the strategic advantage of securing an outside bank or credit union loan before negotiating at the dealership. | — | web_article | auto loan preapproval importance | 1x of 3 | |
can you refinance a dealer car loan with a bank later REFORMULATION | Google ↗ AI Mode ↗ | The user wants to know if they can initially take a dealer incentive and later refinance with a bank if rates drop. | — | forum/qna | refinancing and bank loan requirements | 1x of 3 | |
car loan calculator monthly payment comparison tool IMPLICIT | Google ↗ AI Mode ↗ | Calculate and compare monthly payments given different loan amounts, terms, and interest rates. | — | calculator/tool | car loan payment and interest calculato… | 1x of 3 | |
do dealerships make money on financing RELATED | Google ↗ AI Mode ↗ | Learn how dealer reserve and markup work to see why dealerships push their own financing. | — | glossary/definition | dealership financing mechanics and hidd… | 1x of 3 | |
factory rebates vs low interest financing car purchase COMPARATIVE | Google ↗ AI Mode ↗ | The user needs to evaluate whether taking a cash-back manufacturer rebate with a bank loan is better than taking 0% financing. | — | web_article | current auto loan interest rates | 1x of 3 | |
captive lender vs bank auto loan differences REFORMULATION | Google ↗ AI Mode ↗ | Understand the structural differences between manufacturer-backed captive lenders and third-party financial institutions. | — | glossary/definition | dealer financing versus bank loans | 1x of 3 | |
used minivan financing rates vs new car loans COMPARATIVE | Google ↗ AI Mode ↗ | Compare financing rates for new versus used family minivans across different lenders. | — | comparison_table | minivan financing with bad credit | 1x of 3 | |
bank auto loan requirements and credit score needed ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants to know the qualifying criteria and credit thresholds required to secure a favorable rate from a traditional bank. | — | glossary/definition | refinancing and bank loan requirements | 1x of 3 | |
should i take the dealer cash rebate or 0 percent financing COMPARATIVE | Google ↗ AI Mode ↗ | Decide whether taking a manufacturer cash-back rebate combined with a bank loan is better than taking promotional 0 percent dealer financing. | — | web_article | dealership financing mechanics and hidd… | 1x of 3 | |
how dealership financing dealer markup works IMPLICIT | Google ↗ AI Mode ↗ | The user wants to understand how dealerships profit by adding percentage points on top of the base wholesale rate provided by lenders. | — | tutorial_video/transcript | dealership financing mechanics and hidd… | 1x of 3 | |
best family car buying strategies reddit PERSONALIZED | Google ↗ AI Mode ↗ | Gather crowd-sourced advice and real experiences from other parents buying family vehicles. | — | forum/qna | current minivan pricing and incentives | 1x of 3 | |
bank auto loan requirements and documents needed IMPLICIT | Google ↗ AI Mode ↗ | Find out what documentation and qualifications are needed to successfully secure an outside bank loan. | — | checklist | refinancing and bank loan requirements | 1x of 3 |
Passes
Does another pass still surface new queries? A flattening curve means the fan-out has stabilised.
Geminix = pass, y = cumulative unique queries
| Model | Pass | Target | Generated | Seconds | Tokens (in / out) | Notes |
|---|---|---|---|---|---|---|
| gemini-3.5-flash-lite | 1 | 12 | 12 | — | 911 / 1,580 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 911 / 1,457 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 911 / 1,479 |