Predictika · Community bank lending
An AI sales agent structures a commercial loan using Ponce Bank products: the Commercial Mortgage for multifamily, mixed-use and nonresidential property, the Construction Development Loan, SBA 7(a) and SBA 504 loans, and the Secured and Unsecured Term Loans, with the loan amount, term, amortization, fixed-rate period, prepayment penalty, guaranties and the fees due at closing. Before the structure goes out, the agent sends it to Predictika, which checks it against a declarative model of the lending terms Ponce Bank publishes, plus labeled assumptions for New York rent-stabilized property, and returns a verdict, every reason, a fee schedule and the figures it computed.
This validator models the structure of a Ponce Bank commercial loan as described on poncebank.com and in the bank's public filing, not just the scenarios shown below. Where a rule is a published Ponce Bank or SBA term it says so; the rates, the rent-stabilized rules, most fees, the approval thresholds and the lending limit are labeled as invented.
Any Ponce Bank commercial loan structure that touches these products and rules is in scope — not only the scenarios pictured here. Not covered: residential mortgages (Conventional, FHA, Jumbo, Non-QM), lines of credit, the Micro Loan, the SBA Express and other SBA programs, cannabis banking, deposit products, tax and insurance escrows, environmental findings and servicing. The borrowers are fictional.
7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch
Illustrative agent statement. The validator receives the structured request below.
Proposing agent: AI sales agent (scripted)
Before sending, the agent must call Recorded run
What this means
Our assessment of what a typical rules-based CPQ (product rules, price rules and validation rules, as in Salesforce CPQ) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.
| What the validator caught | Typical rules-based CPQ | Predictika |
|---|---|---|
| Rent-stabilized share that changes three limits at once | Only with workarounds In New York the share of rent-stabilized units moves the loan-to-value limit, the minimum coverage and the minimum expense ratio together, and a mostly stabilized building goes to a committee. A rules engine repeats the test in every limit, and a unit count that crosses 50 percent changes three numbers at once. | The share is computed once from the rent roll and every limit reads it. |
| A maximum loan that is the least of several limits | Only with care The value is the lower of purchase price and appraisal, and loan-to-value, loan-to-cost, coverage, the program maximum and the lending limit each give a ceiling that differs by product, property type and purpose. Calculated fields can do it, but the set multiplies with every product. | The ceilings and the largest loan are computed together and every finding names its own limit. |
| Eligibility that belongs to one product | Only with workarounds SBA loans need the borrower to occupy at least 51 percent and exclude multifamily investment property; the Commercial Mortgage needs five residential units and a single-asset borrower; term loans have no real estate at all. Each is a field with a rule for one product. | Each test is checked against the product quoted, in the same pass as everything else. |
| A three-part SBA 504 financing structure | Only with care The Ponce first lien (at most 50 percent), the SBA debenture (the lesser of $5 million and 40 percent) and the borrower contribution (10 percent, 15 for special-purpose or startup, 20 for both) must add up to the project cost. | The three parts are checked against each limit and against each other. |
| Fees of different kinds that add up to cash at closing | Only with workarounds A percent of the loan with a size tier, a flat reports deposit, a per-draw inspection fee, an SBA guaranty fee on the guaranteed portion and a debenture fee land in one total that the agent also states. | Every fee is computed, listed as a line, and the total is compared with the figure the agent stated. |
| Every problem returned in one answer | Only with workarounds Rules tend to fire as the structure is saved or a step is completed, so a person often fixes one error and meets the next. | All findings come back together, whatever order the choices arrived in. |
Every rule is checked on every call, in any order the choices arrive; one problem never hides another. Blocking findings stop the loan structure; approval findings need a person to sign off; everything else is computed.
| 1 | The property type is not eligible for the selected program; the Commercial Mortgage finances multifamily, mixed-use, retail, office, industrial and special-purpose property, the Construction Development Loan finances multifamily, mixed-use, retail, office and industrial projects, SBA loans finance business property but not multifamily investment property, and the term loans finance business purposes with no real estate. |
| 2 | The property type and the loan purpose do not go together; a real estate purpose needs a real estate property, and an equipment or working capital loan has none. |
| 3 | The loan purpose is not available in the selected program; the Commercial Mortgage purchases or refinances (with or without cash-out), the Construction Development Loan builds, SBA 7(a) purchases, refinances or funds equipment and working capital, SBA 504 purchases, refinances or funds equipment, and the term loans fund equipment and working capital. |
| 4 | The borrower is not eligible; the Commercial Mortgage and the Construction Development Loan lend to a single-asset entity or an individual, not to a holding company that owns several properties or to an operating business. |
| 5 | Not every owner of 20 percent or more of the borrower has guaranteed the loan; Ponce Bank requires the guaranty of each of them. |
| 6 | The structure includes no loan amount, so there is nothing to size. |
| 7 | The structure has a term of 0 months; this program allows between 60 and 360 months. |
| 8 | The rate is fixed for 0 years; the Commercial Mortgage fixes the rate for 5, 7 or 10 years and then adjusts. |
| 9 | The property has 0 residential units; a multifamily or mixed-use loan needs at least 5 (smaller buildings are residential loans). |
| 10 | The loan of $6,750,001 is above $6,750,000, the 75 percent loan-to-value limit on a value of $9,000,000. |
| 11 | Net operating income of $589,680 is less than 5 percent above the $589,680 that the minimum coverage of 1.20 times requires on this debt service, so a person should confirm. |
| 12 | Net operating income of $589,679 covers the annual debt service of $491,400 only 1.19 times; the minimum for this loan is 1.20 times. |
| 13 | The loan of $8,600,000 is above $8,400,000, the 70 percent loan-to-value limit on a value of $12,000,000, lowered because more than half of the residential units are rent-stabilized. |
| 14 | Operating expenses of $748,000 are 44 percent of income of $1,700,000; a building with more than half of its residential units rent-stabilized needs an underwritten expense ratio of at least 45 percent. |
| 15 | Operating expenses of $374,000 are 34 percent of income of $1,100,000; the minimum underwritten expense ratio for this property is 35 percent. |
| 16 | Net operating income of $779,999 covers the annual debt service of $624,000 only 1.24 times; the minimum is 1.25 times, raised because more than half of the residential units are rent-stabilized. |
| 17 | 82 percent of the residential units are rent-stabilized; above 80 percent the Loan Committee reviews the rent roll, so a person should confirm. |
| 18 | The rent roll lists 45 rent-stabilized units in a building with 40 residential units. |
| 19 | Commercial space produces 21 percent of income; a multifamily property allows 20 percent, above that the property is mixed-use. |
| 20 | Commercial space produces 36 percent of income, above 35 percent, so a person should confirm the commercial leases. |
| 21 | Commercial space produces 51 percent of income; a mixed-use property allows 50 percent, above that the property is retail, office or industrial. |
| 22 | The structure has a term of 361 months but amortizes over 360 months; the term cannot be longer than the amortization. |
| 23 | The structure amortizes over 31 years; a Commercial Mortgage amortizes over 30 years at most. |
| 24 | The prepayment penalty runs 4 years; a rate fixed for 10 years needs a declining prepayment penalty of at least 5 years. |
| 25 | The loan of $15,000,001 is above $15 million, which goes to the Board of Directors, so a person should confirm. |
| 26 | The loan of $20,000,001 is above 80 percent of the $25 million legal lending limit modeled here, so a person should confirm the borrower total exposure to the bank. |
| 27 | The loan of $25,000,001 is above the $25 million legal lending limit modeled for this validator. |
| 28 | The loan of $8,400,001 is above $8,400,000, the 70 percent loan-to-cost limit on a project cost of $12,000,000. |
| 29 | The construction budget carries a 4 percent contingency; the minimum is 5 percent. |
| 30 | The draw schedule holds back 4 percent retainage; the minimum is 5 percent. |
| 31 | The interest reserve is $671,999; the loan needs at least $672,000 to carry the interest through construction. |
| 32 | The appraisal gives only the as-completed value; a construction loan needs the value as is and as completed. |
| 33 | The loan of $5,000,001 is above $5,000,000, the maximum for this program. |
| 34 | The borrowing business will occupy 50 percent of the property; an SBA real estate loan needs at least 51 percent owner occupancy. |
| 35 | The structure amortizes over 300 months; this loan must fully amortize over its term of 301 months. |
| 36 | The borrower is not eligible; an SBA loan lends to the operating business or to its single-asset property company, not to a holding company that owns several properties or to an individual. |
| 37 | The Ponce Bank first lien of $2,100,000 is above $1,950,000, 50 percent of the project cost of $3,900,000. |
| 38 | The borrower contribution is $584,999; the project needs at least $585,000 (15 percent of project cost). |
| 39 | The SBA debenture of $1,560,001 is above $1,560,000, the lesser of $5 million and 40 percent of the project cost. |
| 40 | The first lien, the debenture and the borrower contribution add up to $3,835,000, not the project cost of $3,900,000. |
| 41 | The pledged business collateral is valued at $1,799,999, below the loan of $1,800,000; a secured term loan needs collateral worth at least the loan. |
| 42 | The term of 96 months is longer than the 7 years Ponce Bank prefers for a term loan, so a person should confirm. |
| 43 | The borrower is not eligible; a term loan lends to the operating business. |
| 44 | The structure states cash due at closing of $53,749; the fee schedule gives $53,750. |
The recorded result of the validator for each scenario on this page: the request the AI agent sent, the verdict, and every finding, in the order they appear above.
The agent's request. Please structure a Commercial Mortgage of $21,400,000 to refinance a 96-unit mixed-use building. The borrower is a holding company that owns several properties. The managing member will give a guaranty. The appraised value is $28,500,000. Annual income is $4,100,000 and operating expenses are $1,640,000. The annual debt service constant is 7.90 percent. The term is 120 months, amortized over 35 years. The rate is fixed for 10 years, with a prepayment penalty that declines over 3 years. 69 of the 96 units are rent-stabilized. Commercial space produces 24 percent of income. The structure states cash due at closing of $160,500. It is ready to send.
Verdict: Blocked.
The agent's request. Please structure a Commercial Mortgage of $19,900,000 to refinance a 96-unit mixed-use building. The borrower is a single-asset entity. Every owner of 20 percent or more will give a guaranty. The appraised value is $28,500,000. Annual income is $4,100,000 and operating expenses are $1,860,000. The annual debt service constant is 7.90 percent. The term is 120 months, amortized over 30 years. The rate is fixed for 10 years, with a prepayment penalty that declines over 5 years. 69 of the 96 units are rent-stabilized. Commercial space produces 24 percent of income. The structure states cash due at closing of $155,750. It is ready to send.
Verdict: Needs approval.
The agent's request. Please structure a Commercial Mortgage of $14,900,000 to refinance a 96-unit mixed-use building. The borrower is a single-asset entity. Every owner of 20 percent or more will give a guaranty. The appraised value is $28,500,000. Annual income is $4,100,000 and operating expenses are $1,860,000. The annual debt service constant is 7.90 percent. The term is 120 months, amortized over 30 years. The rate is fixed for 10 years, with a prepayment penalty that declines over 5 years. 69 of the 96 units are rent-stabilized. Commercial space produces 24 percent of income. The structure states cash due at closing of $118,250. It is ready to send.
Verdict: Allowed.
The agent's request. Please structure a Construction Development Loan of $10,200,000 to build a 54-unit multifamily building. The borrower is a single-asset entity. Every owner of 20 percent or more will give a guaranty. The appraisal reports a value of $19,500,000 as completed. The project cost is $13,600,000. Projected stabilized income is $2,350,000 and operating expenses are $930,000. The annual debt service constant is 7.90 percent. The term is 30 months. Commercial space produces 6 percent of income. The note rate is 8.00 percent. The budget carries a 3 percent contingency. The interest reserve is $600,000 and the loan has 14 draws. The structure states cash due at closing of $111,500. It is ready to send.
Verdict: Blocked.
The agent's request. Please structure a Construction Development Loan of $9,400,000 to build a 54-unit multifamily building. The borrower is a single-asset entity. Every owner of 20 percent or more will give a guaranty. The appraisal reports a value of $19,500,000 as completed and a separate value as is. The project cost is $13,600,000. Projected stabilized income is $2,350,000 and operating expenses are $930,000. The annual debt service constant is 7.90 percent. The term is 24 months. Commercial space produces 6 percent of income. The note rate is 8.00 percent. The budget carries a 5 percent contingency and the draw schedule holds back 5 percent retainage. The interest reserve is $760,000 and the loan has 14 draws. The structure states cash due at closing of $109,800. It is ready to send.
Verdict: Allowed.
The agent's request. Please structure an SBA 504 loan with a Ponce Bank first lien of $2,880,000 to purchase a special-purpose property. The borrower is the operating business. The managing member will give a guaranty. The purchase price is $4,800,000. The appraised value is $4,900,000. The project cost is $4,800,000. Annual income is $1,500,000 and operating expenses are $900,000. The annual debt service constant is 9.60 percent. The term is 360 months, amortized over 30 years. The SBA debenture is $1,680,000 and the borrower contribution is $240,000. The borrowing business will occupy 64 percent of the property. The structure states cash due at closing of $35,300. It is ready to send.
Verdict: Blocked.
The agent's request. Please structure an SBA 504 loan with a Ponce Bank first lien of $2,400,000 to purchase a special-purpose property. The borrower is the operating business. Every owner of 20 percent or more will give a guaranty. The purchase price is $4,800,000. The appraised value is $4,900,000. The project cost is $4,800,000. Annual income is $1,500,000 and operating expenses are $900,000. The annual debt service constant is 9.60 percent. The term is 300 months, amortized over 25 years. The SBA debenture is $1,680,000 and the borrower contribution is $720,000. The borrowing business will occupy 64 percent of the property. The structure states cash due at closing of $66,620. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.