Real ChatGPT answer + Gemini simulation · index seedLB7jsCiZ3TMcompleteAI OverviewFinance and banking · small business bankingcomparison
Is it advantageous to move our primary business operating deposit accounts from a regional player like Umpqua Bank to a national titan like Bank of America for better commercial real estate loan terms?
ChatGPTgpt-6Geminigemini-3.5-flash-lite3 passes + 1 real-search37 queries10/30/2026
Download run
Gemini unique queries
34
2 in ≥ half the passes · stability 35%
ChatGPT real searches predicted
0%
0 of 3 matched the simulation
Fan-out diagram
Seed → topic clusters → sub-queries, per model.
SEED QUERY
Is it advantageous to move our primary business operating deposit accounts from a regional player like Umpqua Bank to a national titan like Bank of America for better commercial real estate loan terms?
34 unique queries · 3 passes
regional versus national bank pros and…
1 query · 2 hits
bank of america commercial real estate loan requirements vs regional banks2xGoogle ↗
COMPARATIVEComparison
bank commercial lending comparisons
1 query · 2 hits
umpqua bank commercial real estate lending vs bank of america2xGoogle ↗
COMPARATIVEComparison
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.
Gemini simulated (34)ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 19 of 37 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
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.
ChatGPT3 real searches · gpt-60% predicted
Bank of America business banking commercial real estate lending relationship pricing deposits official Google ↗
Umpqua Bank commercial real estate lending business banking official Google ↗
Bank of America business advantage relationship banking deposit balances commercial lending treasury services Google ↗
- Preferred Rewards for Business · business.bankofamerica.com
- Commercial Real Estate Loans and Property Financing · business.bankofamerica.com
- Bank of America & BofA Securities: Our Businesses, Capabilities & Regions · business.bofa.com
- Commercial Real Estate Division · umpquabank.com
- Commercial Banking: Start Today · umpquabank.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
34 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
bank of america commercial real estate loan requirements vs regional banks COMPARATIVE | Google ↗ AI Mode ↗ | Compare specific lending criteria, rates, and terms between national titans and regional players. | Comparison | comparison_table | regional versus national bank pros and… | 2x of 3 | |
umpqua bank commercial real estate lending vs bank of america COMPARATIVE | Google ↗ AI Mode ↗ | The user wants a direct comparison between the specific institutions mentioned in the prompt. | Comparison | comparison_table | bank commercial lending comparisons | 2x of 3 | |
switching business bank accounts from regional to national bank for commercial real estate loans REFORMULATION | Google ↗ AI Mode ↗ | Understand the main considerations and potential advantages of moving corporate banking relationships to a large national bank to secure better property financing. | Comparison | web_article | bank switching checklist and risks | 1x of 3 | |
switching business bank accounts regional vs national commercial real estate loan benefits REFORMULATION | Google ↗ AI Mode ↗ | The user wants a direct restatement of their core premise comparing regional and national banks for commercial real estate loans. | Comparison | web_article | bank switching checklist and risks | 1x of 3 | |
switching business bank accounts to get better commercial real estate loan terms REFORMULATION | Google ↗ AI Mode ↗ | Understand if moving operating deposits actually improves commercial lending offers. | Comparison | web_article | bank switching checklist and risks | 1x of 3 | |
do larger banks offer better commercial loan rates for large depositors RELATED | Google ↗ AI Mode ↗ | Determine the correlation between deposit volume and commercial loan pricing advantages at big banks. | Comparison | faq_page | deposit impact on loan rates | 1x of 3 | |
do national banks offer better commercial real estate loan terms if you move deposits RELATED | Google ↗ AI Mode ↗ | Find out if deposit size and relationship banking directly influence commercial property loan pricing at major banks. | Comparison | faq_page | deposit impact on loan rates | 1x of 3 | |
does moving operating deposits to a national bank improve commercial loan rates IMPLICIT | Google ↗ AI Mode ↗ | The user wants to know the causal relationship between holding large deposit accounts and receiving better commercial loan terms. | Comparison | faq_page | deposit impact on loan rates | 1x of 3 | |
relationship banking commercial real estate loan discounts IMPLICIT | Google ↗ AI Mode ↗ | Find banking industry practices regarding relationship pricing and fee waivers for commercial borrowers. | Comparison | pdf_whitepaper | relationship pricing and deposit requir… | 1x of 3 | |
commercial real estate relationship banking deposit minimums for big banks IMPLICIT | Google ↗ AI Mode ↗ | Determine the exact threshold of deposit balances required to unlock tier-one commercial lending rates at a national bank. | Reason | product_spec_sheet | relationship pricing and deposit requir… | 1x of 3 | |
commercial real estate loan relationship pricing treasury management requirements RELATED | Google ↗ AI Mode ↗ | The user wants to understand what commercial banking services are typically bundled to secure better real estate loan rates. | Reason | pdf_whitepaper | relationship pricing and deposit requir… | 1x of 3 | |
umpqua bank commercial real estate lending portfolio vs bank of america ENTITY EXPANSION | Google ↗ AI Mode ↗ | Analyze the commercial real estate lending appetite and capabilities of Umpqua Bank versus Bank of America. | Comparison | review_roundup | bank commercial lending comparisons | 1x of 3 | |
regional bank vs national bank commercial real estate lending pros and cons ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants a generalized evaluation of how regional banks stack up against national financial institutions for CRE loans. | Comparison | buyers_guide | regional versus national bank pros and… | 1x of 3 | |
mid-sized business looking to switch banks for better commercial loan terms checklist PERSONALIZED | Google ↗ AI Mode ↗ | The user wants a step-by-step checklist tailored to a mid-sized business undergoing a banking transition for credit purposes. | Comparison | checklist | bank switching checklist and risks | 1x of 3 | |
how to negotiate commercial real estate loan terms using treasury deposits PERSONALIZED | Google ↗ AI Mode ↗ | Learn negotiation strategies for using high-value operating deposits as leverage with lenders. | Instruction | how_to_steps | relationship pricing and deposit requir… | 1x of 3 | |
mid-sized business looking to optimize treasury management and real estate debt financing PERSONALIZED | Google ↗ AI Mode ↗ | Identify strategic treasury management and lending strategies tailored to a growing mid-market commercial enterprise. | Comparison | buyers_guide | relationship pricing and deposit requir… | 1x of 3 | |
pros and cons of regional business bank vs national bank for commercial real estate COMPARATIVE | Google ↗ AI Mode ↗ | Weigh the advantages and disadvantages of regional banks versus national banks for commercial real estate financing. | Comparison | buyers_guide | regional versus national bank pros and… | 1x of 3 | |
do national banks offer better commercial mortgage rates than regional banks REFORMULATION | Google ↗ AI Mode ↗ | The user wants a concise answer regarding commercial mortgage rate competitiveness between bank tiers. | Comparison | web_article | regional versus national bank pros and… | 1x of 3 | |
relationship pricing commercial real estate loans deposit requirements REFORMULATION | Google ↗ AI Mode ↗ | Research how relationship discounts work for commercial property mortgages based on treasury deposit volumes. | Reason | glossary/definition | relationship pricing and deposit requir… | 1x of 3 | |
commercial real estate loan deposit relationship requirements REFORMULATION | Google ↗ AI Mode ↗ | Find official or typical requirements banks have regarding deposit maintenance for loan pricing discounts. | Reason | product_spec_sheet | relationship pricing and deposit requir… | 1x of 3 | |
relationship banking deposit minimums for commercial real estate loan discounts RELATED | Google ↗ AI Mode ↗ | The user wants to find out the specific deposit thresholds required to secure interest rate concessions on CRE loans. | Comparison | product_spec_sheet | relationship pricing and deposit requir… | 1x of 3 | |
pros and cons of regional business banking vs national big four banks COMPARATIVE | Google ↗ AI Mode ↗ | Weigh the personalized customer service of regional lenders against the higher lending limits and technology of national banks. | Comparison | web_article | regional versus national bank pros and… | 1x of 3 | |
treasury management services national bank vs regional bank commercial real estate RELATED | Google ↗ AI Mode ↗ | Compare treasury and cash management capabilities of national versus regional banks for commercial entities. | Comparison | web_article | regional versus national bank pros and… | 1x of 3 | |
moving large business deposits to bank of america commercial lending review ENTITY EXPANSION | Google ↗ AI Mode ↗ | The user wants peer reviews and expert opinions on utilizing Bank of America for heavy commercial credit and deposits. | Reason | review_roundup | deposit impact on loan rates | 1x of 3 | |
how to negotiate commercial real estate loan terms using business deposits RELATED | Google ↗ AI Mode ↗ | Learn negotiation tactics for leveraging large operating balances to lower interest rates and fees on commercial mortgages. | Instruction | how_to_steps | relationship pricing and deposit requir… | 1x of 3 | |
do regional banks provide better customer service for commercial real estate loans than big banks RELATED | Google ↗ AI Mode ↗ | Understand qualitative differences in servicing, decision-making speed, and flexibility between regional and national lenders. | Comparison | forum/qna | regional versus national bank pros and… | 1x of 3 | |
how do banks underwrite commercial real estate loans based on deposit history IMPLICIT | Google ↗ AI Mode ↗ | The user wants to learn the mechanics of how underwriters factor operating account history into credit decisions. | Reason | how_to_steps | relationship pricing and deposit requir… | 1x of 3 | |
commercial real estate loan calculator relationship discount IMPLICIT | Google ↗ AI Mode ↗ | Calculate potential interest savings on a commercial mortgage when bundling treasury deposits with a national lender. | Other / navigational | calculator/tool | relationship pricing and deposit requir… | 1x of 3 | |
commercial real estate debt structuring and deposit side economics IMPLICIT | Google ↗ AI Mode ↗ | Analyze the profitability of a commercial borrower account from a bank's perspective to understand loan pricing leverage. | Reason | case_study | relationship pricing and deposit requir… | 1x of 3 | |
regional bank personalized service vs national bank lending capacity commercial real estate COMPARATIVE | Google ↗ AI Mode ↗ | The user wants to weigh the personalized touch of regional lenders against the massive balance sheet capacity of national banks. | Comparison | comparison_table | regional versus national bank pros and… | 1x of 3 | |
case studies switching corporate bank for better commercial loan terms ENTITY EXPANSION | Google ↗ AI Mode ↗ | Review real-world examples of companies that successfully transitioned their banking partner to secure better financing. | Comparison | case_study | bank switching checklist and risks | 1x of 3 | |
switching commercial bank operating accounts checklist REFORMULATION | Google ↗ AI Mode ↗ | Find a step-by-step checklist for migrating primary business operating accounts without disrupting cash flow. | Instruction | checklist | bank switching checklist and risks | 1x of 3 | |
switching primary business operating account disruption risks commercial loan application RELATED | Google ↗ AI Mode ↗ | The user wants to know the potential risks or operational hiccups associated with moving operating accounts during a loan process. | Consequence | forum/qna | bank switching checklist and risks | 1x of 3 | |
business operating account migration checklist for commercial borrowers RELATED | Google ↗ AI Mode ↗ | Access a structured checklist to ensure a smooth transition of operating cash flow and loan collateral during a bank switch. | Instruction | checklist | bank switching checklist and risks | 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 | — | 945 / 1,545 | |
| gemini-3.5-flash-lite | 2 | 12 | 12 | — | 945 / 1,511 | |
| gemini-3.5-flash-lite | 3 | 12 | 12 | — | 945 / 1,563 |