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01 The demo
Watch it run, right here. Tap a prompt, then hit Ask ↓
2-1 buydown, $600K loan, 6.75% open ▾
TrueMath
Public Library ▾
···
Structure a 2-1 buydown on a $600,000 loan…
▤ Residential Mortgage Broker simulation ╃ Scenarios↗ Share
Chat · Natural LanguageRequest
Structure a 2-1 buydown on a $600,000 loan at a 6.75% note rate, 30-year fixed. What does the seller need to deposit into escrow to fund it?
ENGINE INPUT (LANGUAGE MODEL INTERPRETATION)
loan_amount: 600000 USD
note_rate: 6.75%
loan_term: 30 yr
calculate: total_buydown_subsidy_21 USD
↑ This prompt is loaded and ready. Hit Ask to watch TrueMath work.
Jul 9, 2026 9:21 AMResponse
Creating Scenario 1.

Year 1 Rate & Payment (2-1 Buydown)

Year-1 rate is 2 points below the note rate; payment computed at that rate.
• Year 1 Rate: 4.7500%
• Year 1 PI Payment: $3,129.88

Year 2 Rate & Payment (2-1 Buydown)

Year-2 rate is 1 point below the note rate; payment computed at that rate.
• Year 2 Rate: 5.7500%
• Year 2 PI Payment: $3,501.44

Note-Rate Payment

Monthly principal and interest at the full 6.750% note rate.
• Monthly PI Payment: $3,891.59

Year 1 & Year 2 Subsidy

Twelve times the monthly payment difference, for each buydown year.
• Year 1 Subsidy: $9,140.45
• Year 2 Subsidy: $4,681.82
Requested result for Total 2-1 Buydown Subsidy is $13,822.27.
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Max purchase price, $12K income, 43% DTI open ▾
TrueMath
Public Library ▾
···
Sarah Chen makes 12k a month, wants to keep total DTI…
▤ Residential Mortgage Broker simulation ╃ Scenarios↗ Share
Chat · Natural LanguageRequest
Sarah Chen makes 12k a month, wants to keep total DTI at 43%, has 650 in other debt, taxes 450 ins 150, 20% down, 7.25% for 30 yrs. how much house can she get?
ENGINE INPUT (LANGUAGE MODEL INTERPRETATION)
gross_monthly_income: 12000 USD
target_dti: 43%
monthly_other_debt: 650 USD
monthly_property_tax: 450 USD
monthly_homeowners_insurance: 150 USD
down_payment_pct: 20%
note_rate: 7.25%
loan_term: 30 yr
calculate: max_qualifying_purchase_price USD
↑ This prompt is loaded and ready. Hit Ask to watch TrueMath work.
Jul 9, 2026 7:38 PMResponse
Creating Scenario 1.

Loan Term in Months

Converts the practitioner-facing loan term into a bare month count for downstream math. A value with no unit passes through unchanged (already months); a unit-bearing value (for example 30 yr) is normalized to months.
• Loan Term (Months): 360
• Loan Term: 30 yr

Maximum Qualifying PI Payment (PMI-Aware Final)

Calculates the borrower's maximum qualifying PI payment, with PMI folded in when it applies.
• Maximum Qualifying PI Payment: $3,910.00
• Target DTI: 43.000%
• Gross Monthly Income: $12,000.00
• Monthly Other Debt Obligations: $650.00
• Monthly Property Tax: $450.00
• Monthly Homeowner's Insurance: $150.00
• Monthly HOA Dues: 0.00

Maximum Qualifying Loan Amount Pass 1 (No PMI)

Calculates the loan amount that the first-pass qualifying PI payment can support.
• Maximum Qualifying Loan Amount (Pass 1, No PMI): $573,165.63
• Maximum Qualifying PI Payment: $3,910.00
• Note Rate: 7.250%
• Loan Term (Months): 360

Effective LTV at Qualifying

Calculates what the LTV would be at the borrower's maximum qualifying home price.
• Effective LTV at Qualifying: 80.000%
• Down Payment Percent: 20.000%

PMI Required at Qualifying

Determines whether PMI applies at the borrower's maximum qualifying home price.
• PMI Required at Qualifying: 0
• Effective LTV at Qualifying: 80.000%
• PMI LTV Threshold: 80.000%

Estimated PMI at Qualifying

Estimates the monthly PMI the borrower will need to pay if they buy at the top of their qualifying range.
• Estimated PMI at Qualifying: $0.00
• PMI Required at Qualifying: 0
• Maximum Qualifying Loan Amount (Pass 1, No PMI): $573,165.63
• Annual PMI Rate (Estimate): 0.5500%

Maximum Qualifying Loan Amount (PMI-Aware Final)

Calculates the borrower's maximum qualifying loan amount, with PMI folded in when it applies.
• Maximum Qualifying Loan Amount: $573,165.63
• Maximum Qualifying PI Payment: $3,910.00
• Estimated PMI at Qualifying: $0.00
• Note Rate: 7.250%
• Loan Term (Months): 360

Maximum Qualifying Purchase Price (PMI-Aware Final, From Percent Down)

Calculates the PMI-aware final qualifying purchase price when the practitioner states down payment as a percent of price instead of a dollar amount. Algebraically derives the price directly from the qualifying loan amount and the down payment percent without requiring a dollar down payment input.
• Maximum Qualifying Purchase Price: $716,457.04
• Maximum Qualifying Loan Amount: $573,165.63
• Down Payment Percent: 20.000%
Requested result for Maximum Qualifying Purchase Price is $716,457.04.
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Refi savings curve, $400K, 7.5% → 6.25% open ▾
TrueMath
Public Library ▾
···
Mark Smith owes $400k at 7.5%, 28 years left. refinancing…
▤ Residential Mortgage Broker simulation ╃ Scenarios↗ Share
Chat · Natural LanguageRequest
Mark Smith owes $400k at 7.5%, 28 years left. refinancing into a new 30-year at 6.25%, $8k in closing costs. show me the cumulative savings over a 7-year hold.
ENGINE INPUT (LANGUAGE MODEL INTERPRETATION)
current_loan_balance: 400000 USD
current_note_rate: 7.5%
current_remaining_term: 28 yr
loan_amount: 400000 USD
note_rate: 6.25%
loan_term: 30 yr
total_closing_costs: 8000 USD
refi_hold: 7 yr
calculate: refi_savings_curve
↑ This prompt is loaded and ready. Hit Ask to watch TrueMath work.
Jul 9, 2026 10:58 AMResponse
Creating Scenario 1.

New Loan Payment

Monthly PI on the new 30-year at 6.250%.
• Monthly PI (new): $2,462.87

Current Loan Payment (Pre-Refi)

Computed from the existing balance, rate, and remaining term.
• Monthly PI (current): $2,851.47

Monthly Savings from Refinance

Current payment minus the new payment.
• Monthly savings: $388.60

Refi Cumulative Savings Curve

Cumulative net savings month by month: starts at negative closing costs, climbs as the monthly savings accrue.
Cumulative Net Savings

• Hold period: 84 months
• Monthly savings: $388.60
• Closing costs: $8,000.00
Requested result for Refi Cumulative Net Savings is $24,643.
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02 The comparison

Watch how LLMs really work.

One prompt. Ten runs each. Nothing staged.
The prompt, sent to each“A 7,000,000 deal: NOI 450,000 growing 3%, 5-year hold, 65% LTV at 7% on 30-year am, closing 1.5%, exit cap 6.5%, selling costs 2%. What's my levered IRR?”
The exact answer · 5-year levered IRR
10.8463781499708%
● RAW LLM
0/10 exact
methods10 distinct
avg time29.7 s
energy / call~1.5 Wh
● TRUEMATH
10/10 exact
method1, auditable
avg time3.1 s9.6× faster
energy / call~0.003 Wh~500× less
Claude Opus 4.8 vs TrueMath via natural language, 10 runs each. Energy is inference-only; datacenter cooling widens the gap.
TrueMath was 9.6x faster, 500x more energy efficient, and delivered 10 identically precise answers using one fixed auditable method.
That's the receipt.

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