Lenders

Enterprise Credit Analysis for CRE Lenders

Autonomous credit analysis for bridge lenders, debt funds, bank CRE groups, and balance-sheet originators — from initial deal screen through credit committee, closing, and portfolio surveillance.

Derive independent assumptions before capital commitment. Every rent is lender-underwritten, every constraint is tested, every output is committee-grade.

Primary Users: Bridge lenders, debt funds, bank CRE desks, balance-sheet originators
Deal Range: $10M – $100M transitional and construction CRE
Coverage: Multifamily, mixed-use, value-add, lease-up, ground-up

Agentic Workflows

Five Agentic Workflows

End-to-end agentic workflows from deal intake through credit decision and portfolio surveillance. Each workflow enforces its own credit box, phase gates, and documentation standards.

Workflow	Scope	Pipeline
Transitional Debt	Full 17-phase underwriting pipeline: operator context through credit decision. Independent rent derivation, dual-scenario cash flow, six-constraint sizing waterfall, 8-document deal book. Four blocking gates enforce upstream output validation.	17 phases · 4 blocking gates · 143 skills · ~60 min
Construction Lending	Ground-up and substantial rehabilitation. Budget validation against RSMeans benchmarks, GC due diligence, draw administration, cost-to-complete monitoring, contingency burn analysis, and stabilization tracking.	27 phases · Modified credit box (LTC ≤80%, DSCR ≥1.20x)
Preferred Equity	Two-pass constraint waterfall: Pass 1 sizes senior debt per standard credit box, Pass 2 sizes preferred equity to combined leverage limits. PIK accrual modeling, waterfall integrity testing, intercreditor analysis.	Two-pass waterfall · Combined LTV ≤80%
Sponsor Acquisitions	Full acquisition lifecycle from sourcing through hold-vs-exit. Five strategies: core-plus, value-add, opportunistic, lease-up, heavy repositioning. 13 red flag triggers, 10 mistake prevention gates.	27 stages · 5 blocking gates · 38 skills
Quick Review	Rapid 10-phase screening pass: six-constraint sizing, preliminary credit metrics, market snapshot, sponsor profile, and 1-page screening memo with pass/watch/decline recommendation.	10 phases · ~10 minutes · Pipeline triage

Transitional Lending Pipeline

17 phases · 4 blocking gates · 143 skills

−1

Context Brief

01

Document Intake

02

Data Pull & Deal Book

03

Sponsor Analysis

04

Market & Submarket

05

Rent Roll

06

Comparable Analysis

6A

Lender UW Rent

07

Expense Normalization

08

Business Plan

09

Nuance Gates

10

Cash Flow UW

11

Valuation

12

Loan Sizing

13

Risk & Sensitivity

14

Credit Decision

15

DD & Closing

Blocking gate — upstream outputs required Standard phase

Deliverables

Standard Deal Book — 8 Documents Per Deal

Every deal produces a complete analytical file with consistent structure, committee-grade formatting, and full calculation transparency.

01

Sponsor Analysis — 30+ page due diligence report with independent verification and tier classification.

02

Market Analysis — 30+ page market report with verified government data and supply pipeline assessment.

03

Comparable Analysis — 30+ page rent and sales comparable report with adjustment grids and value conclusions.

04

Rent Roll Analysis — Unit-level audit with occupancy, concession, and rollover exposure documentation.

05

T-12 & Expense Analysis — Normalized operating statement with expense benchmarking and variance commentary.

06

Business Plan Analysis — Renovation scope, premium achievability, and stabilization timeline evaluation.

07

Cash Flow Underwriting — Consolidated analysis: dual-scenario cash flow, sizing waterfall, structuring, sensitivity, and returns.

08

IC Memo — Capstone credit memorandum referencing the complete analytical file with recommendation and conditions.

Execution

Triple-Agent Quality Assurance

Three-agent governance on every critical analytical phase. Structured escalation hierarchy with defined authority at each level.

01

Producer

Executes the analytical phase per skill specification. Produces the output, runs the calculations, generates the deliverable. Single-owner execution.

02

Reviewer

Audits the Producer's output against skill requirements, calculation accuracy, source verification, and format compliance. Reports findings to Resolver.

03

Resolver

MD-level authority. Receives Reviewer findings and decides: FIX (return to Producer) or ACCEPT WITH EXCEPTION (document and proceed). Decisions are final.

01 Credit Analysis & Underwriting 11 capabilities

Independent analytical methodology for every credit component. Lender-derived assumptions replace counterparty-provided figures at every material juncture.

Capability	Function	Credit Rationale
Independent Rent Derivation	Lender-underwritten rent assumptions derived from 5+ market comparables with adjustment grids. In-place and stabilized rent conclusions independent of broker or sponsor assertions.	Rent assumptions are a primary driver of all downstream credit metrics. Independent derivation from market comparables supports the credit file.
Dual-Scenario Cash Flow	Parallel proforma construction: Sponsor Proforma (counterparty assumptions) and Lender Underwrite (independent assumptions). Variance analysis across all material line items.	Sizing uses lender figures exclusively. The sponsor proforma contextualizes the variance — it does not govern the credit decision.
Six-Constraint Sizing Waterfall	LTV As-Is, LTV Stabilized, DSCR Stabilized, Debt Yield Stabilized, LTC, and program cap tested simultaneously. Most restrictive constraint governs. Full calculation transparency.	Constraint-based sizing eliminates request-based lending. The binding constraint is identified with full calculation transparency.
Sponsor Due Diligence	30+ page sponsor analysis: entity structure, track record quantification with independent verification, financial capacity, operational capability, litigation search, tier classification.	Sponsor quality is a blocking gate. If the borrower does not clear diligence, the workflow stops.
Market & Submarket Research	30+ page market report: MSA economics, employment base, population dynamics, supply pipeline, submarket fundamentals, regulatory environment. Verified government data (Census, BLS, FRED).	Market viability is a fundamental credit consideration. Research is sourced and documented with verified data and structured methodology.
Comparable Analysis	5-7 rent comparables and 5-7 sales comparables with adjustment grids. Independent market rent and cap rate conclusions with MAI-grade methodology.	Value and rent assumptions require independent comparable support documented with verifiable methodology.
Rent Roll Audit	Unit-level analysis: unit mix, rent-per-SF, occupancy, concessions, loss-to-lease, lease rollover exposure, collection history, economic vacancy versus physical vacancy.	The rent roll is the revenue source document. Unit-level anomalies must be identified before cash flow construction.
T-12 & Expense Normalization	Trailing 12-month operating statement audit: one-time item identification, management fee standardization, expense benchmarking against verified market data, OpEx ratio validation.	Normalized operating expenses directly affect NOI, which drives DSCR, debt yield, and all constraint-based sizing outputs.
Business Plan Evaluation	Renovation premium achievability testing, lease-up timeline validation against market absorption, construction budget reasonability assessment, stabilization date credibility.	The business plan is the borrower's thesis. The lender's role is to stress-test execution risk.
Lease-Up Underwriting	Absorption velocity modeling with market-supported assumptions. Concession strategy evaluation, free rent quantification, interest reserve adequacy testing against lease-up timeline.	Lease-up risk is the primary driver of interest reserve sizing. Conservative absorption assumptions protect against drawn-out stabilization.
Nuance Gate Analysis	Specialized analytical handling for complex deal attributes: rent control, ground lease, tax abatement, Section 8, LIHTC, 721 exchange, environmental, seismic, TIC structures.	Complex structures require specialized methodology with dedicated analytical pathways.

02 Structuring & Loan Sizing 8 capabilities

Deterministic loan sizing with full structural modeling. Every calculation is auditable, every constraint is tested, every assumption traces to a documented source.

Capability	Function	Credit Rationale
Loan Sizing Agent	Deterministic loan sizing: six-constraint waterfall, binding constraint identification, max loan output with full calculation transparency. Iterative rate-lock and structure testing.	Constraint-based sizing eliminates request-based lending. Deterministic — standardized Python formulas, no AI.
Interest Reserve Sizing	Month-by-month shortfall method: MAX(0, Debt Service - NOI) across the business plan period. Accounts for lease-up velocity, concession burn-off, and renovation timeline.	Interest reserve adequacy is a structural protection. The shortfall method ties reserve sizing directly to cash flow trajectory.
Rate Cap Analysis	Rate cap cost estimation, strike price evaluation, DSCR impact modeling under rate stress scenarios. Replacement cost at extension.	Rate cap requirements and costs are a material structural consideration. Model them at origination.
Sources & Uses Validation	Automated S&U construction with balance verification, scenario classification (acquisition, refinance, construction, recapitalization), and component integrity checks.	Sources must equal uses. Errors here propagate through every downstream output.
Extension Analysis	Extension eligibility testing at future dates: DSCR, debt yield, and occupancy covenant verification. Rate cap renewal cost, extension fee economics, and covenant cure analysis.	Extension risk is a primary consideration in transitional lending. Model the extension decision at origination.
Capital Structure Agent	Senior + mezzanine + preferred equity: blended cost of capital, combined leverage metrics, intercreditor analysis, tranche-level coverage testing.	Combined leverage defines the risk profile. Each tranche must be tested independently and in combination.
Earnout & Holdback Structuring	Future funding mechanics: earnout trigger conditions, holdback release criteria, performance milestones, and funding schedule modeling.	Future funding commitments are contingent liabilities. Release criteria must be specific and tied to credit metrics.
Loan Pricing Agent	Spread-to-SOFR pricing with real-time rate feeds. Origination fee, exit fee, and extension fee modeling. Lender return analysis at 12/24/36 month hold periods (unlevered and levered IRR/MOIC).	Lender economics must be modeled at origination. Return adequacy for the risk profile is a pricing discipline.

03 Risk Assessment & Credit Decision 6 capabilities

Structured risk evaluation framework with sensitivity analysis, stress testing, and committee-grade presentation materials.

Capability	Function	Credit Rationale
Risk Rating Framework	Multi-factor risk assessment: market, sponsor, property, structural, execution, and concentration risk. Weighted scoring with composite risk classification.	Standardized risk taxonomy across the portfolio. Consistent classification enables portfolio-level risk aggregation.
Sensitivity & Stress Analysis	Cap rate sensitivity, vacancy stress, rate shock, expense growth, and combined downside scenarios. Named scenarios: recession, rate shock, execution failure. DSCR and coverage break-even analysis.	Credit decisions require understanding of tail risk. Sensitivity analysis quantifies the margin of safety at each constraint.
Third-Party Report Review	Independent review of appraisal, PCA, Phase I/II ESA, seismic/PML, title, survey, and insurance reports. Key finding extraction and credit impact assessment.	Structured extraction of material findings with documented credit impact assessment.
IC Memo Agent	Complete investment committee memorandum: deal summary, market thesis, sponsor assessment, financial analysis, risk matrix, return analysis, structural recommendation, and conditions precedent.	The IC memo is the capstone deliverable. Consistent format, complete analysis, and documented recommendation.
8-Document Deal Book	Standardized analytical deliverable set: Sponsor, Market, Comps, Rent Roll, T-12/Expense, Business Plan, Cash Flow UW, IC Memo. Committee-grade formatting throughout.	One analytical standard for every deal. Committee members receive the same structure and depth regardless of originator or market.
Credit Decision Summary	One-page decision document: recommendation (approve/decline/conditional), binding constraint, key risks, mitigants, conditions, and structural requirements.	The decision must be documented with the same rigor as the analysis.

04 Closing & Post-Close Execution 5 capabilities

Structured closing coordination with conditions tracking, document verification, and post-close audit protocols.

Capability	Function	Credit Rationale
Due Diligence Checklist	Comprehensive DD requirement inventory by category: physical, financial, legal, environmental, market. Document-level status tracking with responsible party assignment.	Systematic diligence execution with defined accountability and timeline visibility.
Conditions Tracker	All lender conditions tracked through closing: approval conditions, pre-closing requirements, closing deliverables, post-close items. Status, responsible party, and deadline for each.	Condition satisfaction is a contractual requirement. Structured tracking ensures clean closings.
Loan Agreement Review	Key term extraction from loan documentation: covenants, default triggers, cash management, reserve requirements, extension conditions, prepayment provisions.	Credit terms must be verified against the approved term sheet. Documentation review catches deviations before execution.
Settlement Review	Closing statement verification: sources and uses reconciliation, proration calculations, escrow deposits, fee verification.	Settlement accuracy is a fiduciary obligation. Automated reconciliation against the approved capital structure.
Post-Close Verification	Post-close file audit: executed document inventory, recorded instrument confirmation, title policy receipt, insurance certificate verification.	The credit file must be complete and properly documented. Post-close audit is a regulatory and operational requirement.

05 Portfolio Surveillance & Asset Management 7 capabilities

Ongoing credit monitoring from funding through maturity or disposition. Performance tracking against original underwriting assumptions with early warning protocols.

Capability	Function	Credit Rationale
Covenant Testing	Automated periodic covenant verification: DSCR, debt yield, occupancy, and net worth tests against loan document thresholds. Cash trap trigger monitoring.	Covenant compliance is a contractual obligation. Automated monitoring eliminates manual calculation errors.
Watch List Management	Risk-tiered watch list: performing, performing with concerns, underperforming, workout. Trigger-based escalation with documented rationale and action plans.	Early identification of credit deterioration enables proactive intervention.
Performance vs. Underwriting	Variance reporting: actual performance against original underwriting for revenue, occupancy, expenses, NOI, and coverage metrics. Period-over-period trending.	Underwriting assumptions are testable hypotheses. Tracking actual outcomes improves future credit judgments.
Maturity & Extension Reporting	Forward-looking maturity schedule with extension eligibility assessment, covenant compliance forecast, and rate cap renewal requirements.	Maturity concentration and extension risk are portfolio-level concerns. Forward visibility enables proactive management.
Concentration Reporting	Portfolio exposure analysis: geographic concentration, sponsor concentration, property type, vintage, loan size distribution, and risk rating stratification.	Concentration risk is a regulatory examination topic. Automated reporting satisfies examiner requirements.
Draw Administration	Construction and renovation draw processing: budget-to-actual tracking, inspector report integration, retainage management, cost-to-complete monitoring.	Draw administration is a fiduciary function. Structured protocols prevent over-advance.
Problem Loan Framework	Troubled credit assessment: impairment analysis, specific reserve calculation, restructuring alternatives, workout strategy documentation, and regulatory reporting support.	Problem credits require structured evaluation of resolution alternatives.

06 Investor Relations & Fund Reporting 5 capabilities

LP-facing performance reporting, capital account management, and fund-level analytics for debt fund managers and institutional capital vehicles.

Capability	Function	Credit Rationale
Quarterly Investor Package	Property-level operating summaries, portfolio dashboard, capital account statements, distribution summaries, and market commentary. ILPA v3 compliant formatting.	LP reporting is a fund obligation. Standardized, automated reporting reduces operational burden.
Fund Performance Analytics	Since-inception IRR/MOIC, vintage cohort analysis, risk metrics, concentration reporting, and attribution analysis across the portfolio.	Fund-level performance analytics for LP reporting, fundraising materials, and internal review.
NAV Reporting	Net asset value calculation with mark-to-market methodology, discount rate analysis, and fair value hierarchy documentation.	NAV accuracy is a fiduciary obligation. Documented methodology satisfies auditor requirements.
Investor Communications	Material event notifications calibrated to severity. Quarterly narrative commentary. Ad-hoc reporting for significant developments.	Consistent, professional LP communication builds trust.
K-1 Preparation Package	Tax statement support documentation: allocations, basis adjustments, state-level detail, and accountant-ready deliverables.	Structured tax support documentation with allocations, basis, and state-level detail.

07 Data Infrastructure 25 MCP tools

Verified government data feeds integrated directly into every analytical phase.

Source	Function	Credit Rationale
Live Rate Feeds	SOFR, Treasury curve (2Y/5Y/10Y), Fed Funds, CPI YoY, 30Y mortgage rate — pulled from FRED in real-time for every deal.	Consistent, verified rate inputs across all analysts and all deals.
Property Context	Demographics (Census), employment (BLS), flood zone (FEMA), environmental (EPA), HUD Fair Market Rents, Walk/Transit/Bike scores — single API call for any U.S. address.	Complete property profile with verified government data.
QCT/DDA & AMI Limits	Qualified Census Tract, Difficult Development Area eligibility, and Area Median Income limits by household size at 30/50/60/80% AMI tiers.	Affordable deal eligibility and rent ceiling verification from authoritative sources.
Construction Cost Benchmarks	RSMeans-based construction cost data by geography and building type. Budget validation against verified local cost benchmarks.	Construction budget reasonability requires independent cost verification.