Project Finance 11 min read Updated August 2026

AI for Infrastructure Project Finance: LLCR, DSCR, PPP Modeling, and Debt Sizing with Claude (2026)

How project finance advisors use Claude AI for infrastructure deals: DSCR and LLCR computation across multi-decade cash flow horizons, PPP availability payment modeling, construction risk and contingency analysis, and senior debt sizing via coverage ratio back-calculation.

Infrastructure Project Finance and AI

Infrastructure project finance is one of the most modeling-intensive areas of finance: long-duration cash flow projections (25-40 years), complex debt structures (senior debt, mezzanine, subordinated debt), construction risk modeling, and multiple coverage ratio tests (DSCR, LLCR, PLCR). Claude with ClaudeFinLab helps structure the project finance model, compute coverage ratios, analyze construction contingency, and size the senior debt facility.

DSCR and LLCR Computation

  • "Compute DSCR and LLCR for this road toll project: Year 1 through Year 20 CFADS (Cash Flow Available for Debt Service): [Year 1: $18.2M, Year 2: $19.5M, Year 3: $21.1M...Year 20: $35.8M, growing 4%/year after Year 5]. Senior debt: $180M outstanding at close. Loan life: 20 years. Interest rate: 6.5% (fixed, amortizing). Annual debt service: Years 1-20 per amortization schedule (compute from loan terms). Year 1 DSCR: $18.2M / $14.8M annual debt service = 1.23x (below minimum 1.30x — concerning in Year 1). Year 5 DSCR: $25.4M / $14.8M = 1.72x (comfortable). LLCR (at Year 1): PV of CFADS Years 1-20 at 6.5% / $180M outstanding. Compute PV using the 4% annual CFADS growth profile."
  • "Compute the minimum DSCR across all years (Debt Service Tail): identify the worst-case DSCR year — typically Year 1 (low traffic, high debt service) for new infrastructure. If minimum DSCR is 1.23x (Year 1), this is below the 1.30x minimum covenant. Options: (1) cash trapping — until DSCR exceeds 1.30x, all excess cash swept to reserve account; (2) senior debt structured with back-loaded repayment (grace period for first 3 years) — Year 1 debt service reduces to $11.2M → DSCR 1.63x; (3) subordinate $20M of the $180M to a second-lien facility — reduces senior debt service in early years."

PPP Availability Payment Modeling

  • "Model a hospital PPP availability payment: Government commits to pay a quarterly availability payment of $18.5M per quarter (inflation-linked at CPI, base 2025). Contract term: 30 years. Deductions: up to 15% of quarterly payment for availability failures (weighted by bed availability and clinical service scores). Private company's risk: if 10% of beds are unavailable for 30 days, deduction = 10% of quarterly payment = $1.85M. Model the cash flow profile: Year 1-5 (construction): no availability payment — project company bears construction cost. Year 6-35 (operation): $18.5M quarterly (inflation-adjusted). Present value of availability payments at 7% discount rate: PV of 30-year quarterly annuity + inflation adjustment = $780M. Senior debt sizing: at 1.30x minimum DSCR, max senior debt supportable."

Construction Risk and Contingency

  • "Assess construction risk for a renewable energy project: Total EPC contract value: $285M. Fixed-price, turnkey contract with contractor PlenaryConstruct — performance bond provided. Construction period: 28 months. Cost overrun risk: fixed-price contract limits overrun exposure to contractor (up to contractor's equity contribution of $15M). Force majeure: hurricane risk in Gulf Coast location — 5% probability of 3-month delay per insurance actuary. Delay cost: 3-month delay = $4.2M revenue foregone + additional interest during construction ($285M × 6.5% × 3/12 = $4.6M). Contingency recommended: $12M (4.2% of EPC) — funded from equity, not debt."

Debt Sizing and Optimal Structure

  • "Size the senior debt facility for this wind farm: Project cost: $420M (EPC $380M + development $40M). Target equity contribution: 25% ($105M). Senior debt required: $315M. Coverage test: at $315M debt, 6.5% fixed rate, 20-year term, annual debt service = $29.1M. Projected Year 1 CFADS: $34.5M. Year 1 DSCR: $34.5M / $29.1M = 1.19x (below minimum 1.30x). Reduce to $270M senior debt: annual debt service = $24.9M. Year 1 DSCR: $34.5M / $24.9M = 1.38x (above 1.30x). Equity shortfall: $420M - $270M = $150M required. Bridge options: (1) mezzanine debt $45M (paid after senior but before equity); (2) grant funding (IRA direct pay, tax equity); (3) sponsor equity increase. Recommend: $270M senior + $45M mezzanine + $105M equity = $420M."

Where to Start

The foundation of any project finance model is the DSCR profile across the loan life. Build the annual CFADS projection (revenues - operating expenses - taxes - maintenance capex), compute the annual debt service from the loan terms, and ask Claude to identify the minimum DSCR year and whether it meets the lender's covenant. If it doesn't, ask Claude to model the debt sizing that achieves minimum 1.30x DSCR — that backward calculation from coverage ratios to debt capacity is the core of project finance debt sizing.