Use case · Corporate lending
Corporate Loan Origination & Lifecycle
Corporate lending is not a straight line. A borrower company moves through intake, document collection, KYC, credit assessment, approval committee review, conditions, completion, drawdown, servicing, and exception paths. Cyoda models all of it as a single LoanApplication entity with an explicit entity workflow: named states, criteria-driven transitions, attached processors, and an immutable history of every step on that entity.
The problem
Corporate loan lifecycles don't fit a status column
A borrower company can return to document collection after KYC and then re-enter credit assessment with a different pack of supporting documents. That is a loop-back. Status flags in a database cannot model it without losing the history of the original check.
Credit assessment is a decision gate with multiple exits: approve with conditions, refer to committee, request amendments, or decline. Each exit is a different transition with different criteria. Approval review is itself a state with its own transitions and attached processor.
Once the facility completes, the lifecycle continues through drawdown, servicing, covenant exceptions, arrears, restructuring, and eventual repayment or default. These are not edge cases. They are normal lifecycle events that share the same entity and the same audit requirement as origination.
Conventional stacks split this across a status column, an orchestration engine, an event log, and a separate audit table. The seams between them are the source of the bugs.
The conventional assembly
Status column in PostgreSQL
Cannot model loop-back, conditional approvals, or drawdown branching without losing transition history.
Kafka or SQS for events
Eventual consistency across services means facility state and event history can diverge.
Separate orchestration engine
Different consistency boundary from the database, so the borrower lifecycle must be reconciled back into the system of record.
Audit table or event log
Assembled after the fact instead of being an invariant of the write path.
Glue code
Outbox patterns, idempotency keys, and approval workflow plumbing are required to hold the assembly together.
How you can model it with Cyoda
LoanApplication entity workflow in a corporate lending system
The LoanApplication is a Cyoda entity. Its lifecycle can be modelled as an entity workflow graph with named states, criteria-driven transitions, attached processors, and immutable history on the entity, all in one consistency model. The graph below shows branching, loop-back, approval conditions, drawdown, servicing states, terminal outcomes, and supporting audit history as one model.
ENTITY WORKFLOW
LoanApplication
Lifecycle in a corporate lending system
Pan to explore the entity lifecycle and select a state or transition for details.
Entity lifecycle detail
Select a state or transition to inspect the entity lifecycle semantics.
LoanApplication entity workflow JSON
This viewer is driven directly from the LoanApplication entity workflow file, including borrower intake, KYC, credit assessment, approval committee review, drawdown, servicing, arrears, and terminal outcomes.
What the entity contains
This illustrative LoanApplication example uses a more realistic corporate credit model: borrower identity, multiple facilities, financials, collateral, beneficial owners, guarantors, covenants, reporting requirements, and conditions precedent all sit on the same governed entity record.
LoanApplication.json
{
"applicationMetadata": {
"applicationId": "APP-99283-XJ",
"status": "UNDER_REVIEW",
"submissionDate": "2026-04-30T10:00:00Z",
"lastUpdated": "2026-04-30T14:22:00Z",
"channel": "RELATIONSHIP_MANAGER",
"sourceBranch": "BR-SEA-014",
"assignedRelationshipManager": {
"employeeId": "EMP-4471",
"name": "Marcus Chen"
},
"assignedUnderwriter": {
"employeeId": "EMP-2289",
"name": "Priya Natarajan"
},
"relatedApplications": [],
"decisionTarget": "2026-05-21",
"internalRiskRating": null,
"decisionRationale": null
},
"borrower": {
"legalName": "Acme Industrial Solutions Services LLC",
"dba": "Acme Heavy Tech",
"entityType": "US_LLC",
"jurisdictionOfFormation": {
"country": "US",
"stateOrProvince": "DE"
},
"jurisdictionOfOperation": {
"country": "US",
"stateOrProvince": "WA"
},
"governingLawPreference": "US_WA",
"dateOfFormation": "2012-06-04",
"taxIds": [
{
"type": "US_EIN",
"value": "12-3456789"
}
],
"industryClassification": {
"system": "NAICS_2022",
"code": "332111",
"description": "Iron and Steel Forging"
},
"registeredAddress": {
"street": "12300 Enterprise Way",
"city": "Seattle",
"stateOrProvince": "WA",
"postalCode": "98108",
"country": "US"
},
"primaryOperatingAddress": {
"sameAsRegistered": true
},
"websiteUrl": "https://www.acmeheavytech.example",
"employeeCount": 142,
"yearsInBusiness": 13
},
"facilities": [
{
"facilityId": "FAC-001",
"type": "TERM_LOAN",
"amount": 5000000,
"currency": "USD",
"termMonths": 60,
"purpose": "CAPITAL_EXPENDITURE",
"amortization": {
"type": "STRAIGHT_LINE",
"balloonAmount": 0,
"interestOnlyMonths": 6
},
"repaymentFrequency": "QUARTERLY",
"pricing": {
"interestType": "FLOATING",
"referenceRate": "TERM_SOFR_3M",
"spreadBps": 325,
"floorBps": 100,
"ceilingBps": null,
"allInRateAtIssuance": null
},
"fees": {
"originationBps": 75,
"commitmentFeeBps": 0,
"unusedLineFeeBps": 0,
"prepaymentPenalty": {
"schedule": "DECLINING_3_2_1",
"appliesToVoluntaryOnly": true
}
}
},
{
"facilityId": "FAC-002",
"type": "REVOLVING_LINE_OF_CREDIT",
"amount": 1500000,
"currency": "USD",
"termMonths": 24,
"purpose": "WORKING_CAPITAL",
"borrowingBase": {
"isBorrowingBaseFacility": true,
"components": [
{
"collateralRef": "COL-002",
"advanceRate": 0.8,
"eligibilityCap": 850000
}
],
"reportingFrequency": "MONTHLY"
},
"pricing": {
"interestType": "FLOATING",
"referenceRate": "TERM_SOFR_1M",
"spreadBps": 275,
"floorBps": 100
},
"fees": {
"commitmentFeeBps": 25,
"unusedLineFeeBps": 50
}
}
],
"useOfProceeds": [
{
"facilityRef": "FAC-001",
"category": "EQUIPMENT_PURCHASE",
"description": "Two CNC forging presses (Schuler MSP-2500)",
"amount": 3800000,
"vendor": "Schuler North America",
"expectedDrawDate": "2026-07-15"
},
{
"facilityRef": "FAC-001",
"category": "FACILITY_BUILDOUT",
"description": "Foundation reinforcement and electrical upgrades for new line",
"amount": 1200000,
"expectedDrawDate": "2026-08-30"
}
],
"financials": {
"reportingCurrency": "USD",
"preparationBasis": "US_GAAP_ACCRUAL",
"historicals": [
{
"fiscalYear": 2023,
"isAudited": true,
"auditor": "Moss Adams LLP",
"revenue": 18900000,
"cogs": 13200000,
"grossProfit": 5700000,
"operatingExpenses": 2400000,
"ebitda": 3500000,
"depreciationAmortization": 620000,
"interestExpense": 410000,
"netIncome": 1820000,
"cashFromOperations": 2900000,
"capex": 1100000,
"totalAssets": 14200000,
"totalLiabilities": 7100000,
"totalEquity": 7100000
},
{
"fiscalYear": 2024,
"isAudited": true,
"auditor": "Moss Adams LLP",
"revenue": 20800000,
"cogs": 14300000,
"grossProfit": 6500000,
"operatingExpenses": 2700000,
"ebitda": 3900000,
"depreciationAmortization": 680000,
"interestExpense": 450000,
"netIncome": 2050000,
"cashFromOperations": 3200000,
"capex": 950000,
"totalAssets": 15400000,
"totalLiabilities": 7600000,
"totalEquity": 7800000
},
{
"fiscalYear": 2025,
"isAudited": true,
"auditor": "Moss Adams LLP",
"revenue": 22500000,
"cogs": 15400000,
"grossProfit": 7100000,
"operatingExpenses": 2900000,
"ebitda": 4200000,
"depreciationAmortization": 720000,
"interestExpense": 480000,
"netIncome": 2240000,
"cashFromOperations": 3450000,
"capex": 1050000,
"totalAssets": 16800000,
"totalLiabilities": 8000000,
"totalEquity": 8800000
}
],
"interim": {
"periodStart": "2026-01-01",
"periodEnd": "2026-03-31",
"isAudited": false,
"isReviewed": true,
"revenue": 6100000,
"ebitda": 1180000,
"netIncome": 590000,
"cashAndEquivalents": 1450000
},
"projections": [
{
"fiscalYear": 2026,
"revenue": 25500000,
"ebitda": 4900000,
"capex": 5200000
},
{
"fiscalYear": 2027,
"revenue": 28200000,
"ebitda": 5800000,
"capex": 1200000
},
{
"fiscalYear": 2028,
"revenue": 30100000,
"ebitda": 6300000,
"capex": 1300000
}
],
"keyRatios": {
"asOf": "2025-12-31",
"currentRatio": 1.85,
"debtToEbitda": 1.9,
"debtServiceCoverageRatio": 2.45,
"fixedChargeCoverageRatio": 2.1,
"interestCoverageRatio": 8.75
}
},
"existingDebt": [
{
"debtId": "DEBT-001",
"lender": "First Cascade Bank",
"type": "TERM_LOAN",
"originalAmount": 2500000,
"outstandingBalance": 1450000,
"interestRate": 6.25,
"rateType": "FIXED",
"maturityDate": "2028-09-30",
"monthlyPayment": 48500,
"secured": true,
"lienPosition": 1,
"collateralRef": "COL-001",
"willBeRefinanced": false
},
{
"debtId": "DEBT-002",
"lender": "Pacific Equipment Finance",
"type": "EQUIPMENT_LEASE",
"originalAmount": 1800000,
"outstandingBalance": 920000,
"interestRate": 7.1,
"rateType": "FIXED",
"maturityDate": "2029-03-15",
"monthlyPayment": 32100,
"secured": true,
"lienPosition": 1,
"willBeRefinanced": false
},
{
"debtId": "DEBT-003",
"lender": "Northshore Credit Union",
"type": "REVOLVING_LINE_OF_CREDIT",
"originalAmount": 1000000,
"outstandingBalance": 380000,
"interestRate": 8.5,
"rateType": "FLOATING",
"maturityDate": "2026-12-01",
"secured": false,
"willBeRefinanced": true,
"refinanceFacilityRef": "FAC-002"
}
],
"collateral": [
{
"collateralId": "COL-001",
"type": "REAL_ESTATE",
"description": "Manufacturing Plant - 12300 Enterprise Way, Seattle WA",
"estimatedValue": 3200000,
"valuation": {
"valuationDate": "2026-01-15",
"method": "FULL_APPRAISAL_INCOME_AND_COST",
"appraiser": "CBRE Valuation Advisory",
"appraiserLicense": "WA-CGA-22841"
},
"existingLiens": [
{
"debtRef": "DEBT-001",
"balance": 1450000,
"position": 1
}
],
"lienPositionOffered": 2,
"netCollateralValue": 1750000,
"facilityRef": "FAC-001",
"insurancePolicyRef": "INS-002"
},
{
"collateralId": "COL-002",
"type": "ACCOUNTS_RECEIVABLE",
"description": "General AR Ledger - eligible domestic receivables under 90 days",
"estimatedValue": 850000,
"valuation": {
"valuationDate": "2026-03-31",
"method": "AGED_AR_REPORT",
"source": "BORROWER_PROVIDED"
},
"advanceRate": 0.8,
"concentrationLimits": {
"singleObligorMaxPct": 0.2,
"ineligibleAgingDays": 90
},
"existingLiens": [],
"lienPositionOffered": 1,
"facilityRef": "FAC-002"
},
{
"collateralId": "COL-003",
"type": "EQUIPMENT",
"description": "Schuler MSP-2500 forging presses (financed under FAC-001)",
"estimatedValue": 3800000,
"valuation": {
"valuationDate": "2026-04-12",
"method": "PURCHASE_INVOICE",
"source": "VENDOR_QUOTE"
},
"existingLiens": [],
"lienPositionOffered": 1,
"facilityRef": "FAC-001"
}
],
"beneficialOwners": [
{
"ownerId": "OWN-001",
"name": "Jane Doe",
"ownerType": "INDIVIDUAL",
"ownershipPercentage": 60,
"role": "CEO",
"isControlPerson": true,
"isGuarantor": true,
"guarantorRef": "GTR-001",
"kycStatus": "VERIFIED",
"kycDate": "2026-04-22"
},
{
"ownerId": "OWN-002",
"name": "Robert Kim",
"ownerType": "INDIVIDUAL",
"ownershipPercentage": 28,
"role": "CTO",
"isControlPerson": false,
"isGuarantor": false,
"kycStatus": "VERIFIED",
"kycDate": "2026-04-22"
},
{
"ownerId": "OWN-003",
"name": "Cascade Founders Fund II LP",
"ownerType": "ENTITY",
"ownershipPercentage": 12,
"role": "INVESTOR",
"isControlPerson": false,
"isGuarantor": false,
"kycStatus": "VERIFIED",
"kycDate": "2026-04-23"
}
],
"ownershipSumPct": 100,
"guarantors": [
{
"guarantorId": "GTR-001",
"name": "Jane Doe",
"guaranteeType": "PERSONAL_UNLIMITED",
"jointAndSeveral": false,
"personalFinancialStatement": {
"asOf": "2026-03-31",
"totalAssets": 8400000,
"liquidAssets": 1900000,
"totalLiabilities": 2100000,
"netWorth": 6300000,
"annualIncome": 540000,
"contingentLiabilities": 1450000
},
"creditScore": {
"bureau": "EXPERIAN",
"score": 782,
"pulledDate": "2026-04-25"
}
}
],
"creditProfile": {
"businessCreditReport": {
"bureau": "DUN_AND_BRADSTREET",
"dunsNumber": "07-892-4451",
"paydexScore": 78,
"pulledDate": "2026-04-26"
},
"bankingRelationships": [
{
"institution": "First Cascade Bank",
"accountTypes": [
"OPERATING",
"PAYROLL"
],
"averageBalance12m": 1250000,
"nsfEvents12m": 0,
"relationshipYears": 9
}
],
"tradeReferences": [
{
"vendor": "Carpenter Technology",
"yearsOfRelationship": 8,
"averageMonthlyVolume": 180000,
"paymentRating": "PAYS_NET_30"
}
],
"publicRecords": {
"bankruptciesLast10Years": 0,
"judgmentsOutstanding": 0,
"taxLiensOutstanding": 0,
"ucc1FilingsActive": 2
}
},
"compliance": {
"insurance": [
{
"policyId": "INS-001",
"type": "GENERAL_LIABILITY",
"carrier": "Travelers",
"coverageLimit": 5000000,
"expirationDate": "2026-11-30",
"lenderListedAsAdditionalInsured": false
},
{
"policyId": "INS-002",
"type": "PROPERTY",
"carrier": "Chubb",
"coverageLimit": 4500000,
"expirationDate": "2026-09-15",
"lenderListedAsAdditionalInsured": true,
"coversCollateralRef": "COL-001"
}
],
"taxStatus": {
"federalFilingsCurrent": true,
"stateFilingsCurrent": true,
"outstandingTaxBalances": 0,
"lastFilingYear": 2025
},
"litigation": {
"hasMaterialPendingLitigation": false,
"matters": []
},
"environmental": {
"phaseIAssessmentCompleted": true,
"phaseIDate": "2026-02-08",
"recAreasIdentified": false,
"phaseIIRequired": false
},
"ofacScreening": {
"borrowerCleared": true,
"ownersCleared": true,
"screeningDate": "2026-04-26"
}
},
"proposedCovenants": {
"financial": [
{
"name": "MIN_DSCR",
"threshold": 1.25,
"testFrequency": "QUARTERLY"
},
{
"name": "MAX_TOTAL_LEVERAGE",
"threshold": 3.5,
"testFrequency": "QUARTERLY"
},
{
"name": "MIN_LIQUIDITY",
"threshold": 750000,
"currency": "USD",
"testFrequency": "QUARTERLY"
}
],
"negative": [
"NO_ADDITIONAL_INDEBTEDNESS_ABOVE_500K_WITHOUT_CONSENT",
"NO_DIVIDENDS_IF_DSCR_BELOW_1.50",
"NO_CHANGE_OF_CONTROL_WITHOUT_CONSENT"
],
"affirmative": [
"MAINTAIN_PRIMARY_DEPOSIT_RELATIONSHIP",
"ANNUAL_AUDITED_FINANCIALS_WITHIN_120_DAYS",
"QUARTERLY_COMPLIANCE_CERTIFICATE"
]
},
"reportingRequirements": [
{
"deliverable": "AUDITED_ANNUAL_FINANCIALS",
"frequency": "ANNUAL",
"dueWithinDays": 120
},
{
"deliverable": "INTERNAL_QUARTERLY_FINANCIALS",
"frequency": "QUARTERLY",
"dueWithinDays": 45
},
{
"deliverable": "BORROWING_BASE_CERTIFICATE",
"frequency": "MONTHLY",
"dueWithinDays": 20,
"facilityRef": "FAC-002"
},
{
"deliverable": "AR_AGING_REPORT",
"frequency": "MONTHLY",
"dueWithinDays": 20,
"facilityRef": "FAC-002"
},
{
"deliverable": "COMPLIANCE_CERTIFICATE",
"frequency": "QUARTERLY",
"dueWithinDays": 45
}
],
"documentChecklist": [
{
"documentType": "ARTICLES_OF_ORGANIZATION",
"status": "RECEIVED",
"receivedDate": "2026-04-22"
},
{
"documentType": "OPERATING_AGREEMENT",
"status": "RECEIVED",
"receivedDate": "2026-04-22"
},
{
"documentType": "AUDITED_FINANCIALS_3YR",
"status": "RECEIVED",
"receivedDate": "2026-04-22"
},
{
"documentType": "INTERIM_FINANCIALS_Q1_2026",
"status": "RECEIVED",
"receivedDate": "2026-04-25"
},
{
"documentType": "BUSINESS_TAX_RETURNS_3YR",
"status": "RECEIVED",
"receivedDate": "2026-04-23"
},
{
"documentType": "REAL_ESTATE_APPRAISAL",
"status": "RECEIVED",
"receivedDate": "2026-04-26"
},
{
"documentType": "EQUIPMENT_PURCHASE_QUOTES",
"status": "RECEIVED",
"receivedDate": "2026-04-22"
},
{
"documentType": "PERSONAL_FINANCIAL_STATEMENT_GUARANTOR",
"status": "RECEIVED",
"receivedDate": "2026-04-24"
},
{
"documentType": "PHASE_I_ENVIRONMENTAL",
"status": "RECEIVED",
"receivedDate": "2026-04-26"
},
{
"documentType": "INSURANCE_CERTIFICATES",
"status": "PENDING_LENDER_AS_AI",
"expectedDate": "2026-05-10"
},
{
"documentType": "UCC_LIEN_SEARCH",
"status": "IN_PROGRESS"
}
],
"conditionsPrecedent": [
"EXECUTED_LOAN_AGREEMENT_AND_NOTES",
"SECOND_LIEN_DEED_OF_TRUST_RECORDED_ON_COL-001",
"FIRST_LIEN_UCC1_FILED_ON_COL-002_AND_COL-003",
"PERSONAL_GUARANTEE_EXECUTED_BY_GTR-001",
"INSURANCE_CERTIFICATES_NAMING_LENDER_AS_ADDITIONAL_INSURED_AND_LOSS_PAYEE",
"OFAC_AND_KYC_CLEARANCE_ALL_PARTIES",
"NO_MATERIAL_ADVERSE_CHANGE_CERTIFICATE"
]
}
Criteria on every transition
KYC CHECK to CREDIT ASSESSMENT only fires when the criteria evaluate to true. The criteria are part of the entity workflow definition, not application code.
Processors attach to transitions
KYC processors, credit assessment processors, and facility-servicing hooks attach to transitions. They run inside the entity's transactional boundary, not as background jobs.
Loop-back is a first-class pattern
DOC REQUESTED is a named state. The transition back to KYC CHECK is an explicit, criteria-guarded transition — not a flag reset or ad hoc state mutation.
Illustrative example only. These examples show how a system could be modelled with Cyoda. They are not detailed business requirements or prebuilt Cyoda application templates.
The outcome
What changes when the entity lifecycle is native
Branching and re-entry are explicit
Document requests, exception review, and arrears re-entry are modelled as named transitions with criteria — not handled by application code.
No separate orchestration engine
Orchestration, audit, and persistence share one consistency contract. There is no seam to reconcile between a separate orchestration engine and a database.
History is queryable at any point in time
Every state transition is an appended record. Regulatory reconstruction at any timestamp is a query, not a rebuild.
Transitions are auditable by design
Criteria, processor results, and transition timestamps are stored as part of the entity record — not inferred from a log.
Processors run inside a consistent lifecycle
External KYC calls, scoring processors, and servicer hooks attach to transitions. They run inside the entity's transactional boundary.
Less glue code across the stack
State, entity lifecycle, events, and audit collapse into one model. Outbox patterns, duplicate-event guards, and reconciliation pipelines are not needed.
If you're modelling a stateful, auditable entity lifecycle and the current stack is the problem, we'd like to talk.