Evidence before intelligence: building a foundational risk graph.
A transparent account of Amlok’s public-data experiments, the measurements they support, and the work still required for lending decisions.
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ResearchDeep dives on
Deep dives on
risk intelligence.
Research, reports, and practical perspectives on the financial relationships, borrower behaviour, and emerging signals shaping modern credit decisions.
Explore the research.
Reports, whitepapers, and guides with evidence you can inspect.
26 research publications
Evidence before intelligence: building a foundational risk graph.
A transparent account of Amlok’s public-data experiments, the measurements they support, and the work still required for lending decisions.
9 min read · Amlok
Follow the receipts. Understand merchant resilience.
A merchant cash advance guide to settlement timing, recurring cash generation, and contract-aware stress testing.
7 min read · Amlok
Exposure changes. The policy needs context.
A whitepaper on connected evidence for trade credit insurance, from buyer concentration to invoice-level review.
7 min read · Amlok
The mortgage after the application.
A guide to affordability, renewal scenarios, and the evidence that connects an origination decision to the years that follow.
7 min read · Amlok
Two risks inside every auto loan.
An auto-finance report on the interaction between payment capacity, vehicle exposure, and the measurement of realized loss.
7 min read · Amlok
One sale. Many records. One financial truth.
A whitepaper on evidence architecture for embedded finance: reconciliation, data coverage, and the boundaries of an API response.
7 min read · Amlok
Underwrite the connected business.
A business-lending guide to cash conversion, financing capacity, and the relationships behind the balance sheet.
7 min read · Amlok
Affordability is a moving picture.
A consumer-credit whitepaper on income timing, financial buffers, and evidence-led review as household circumstances change.
7 min read · Amlok
Consumer Personal. Affordability beyond a balance.
An implementation guide to personal-loan underwriting and monitoring: income quality, recurring obligations, liquidity and reviewable financial change.
8 min read · Amlok
Consumer Auto. See the borrower and the vehicle.
A complete guide to auto-finance evidence, payment capacity, vehicle exposure, negative equity, monitoring and a measurable Amlok implementation.
8 min read · Amlok
Consumer Mortgage. Understand the years after approval.
A mortgage-lending guide to verified income, housing obligations, collateral, renewal scenarios and continuous risk assessment with Amlok.
8 min read · Amlok
Consumer Student. Follow the transition into repayment.
A student-lending guide to contract states, income transitions, assistance, repayment evidence and responsible use of Amlok assessments.
8 min read · Amlok
Consumer Rent. Understand the household obligation.
A rental-assessment guide to tenancy evidence, household affordability, payment continuity and source-backed monitoring with Amlok.
8 min read · Amlok
Business SMB. See how the business earns and pays.
A small-business lending guide to reconciled revenue, cash conversion, owner relationships and ongoing monitoring with Insights and Signal.
7 min read · Amlok
Business Commercial. Connect the group, facility and covenant.
A commercial-lending guide to entity structures, facility availability, covenant evidence, collateral and ongoing financial review with Amlok.
7 min read · Amlok
Business Financing. Match the evidence to the structure.
A guide to term loans, equipment finance, invoice finance and revolving credit: product-specific evidence, calculations and Amlok workflows.
7 min read · Amlok
Banks. Bring evidence across the credit lifecycle.
A bank implementation guide to underwriting evidence, portfolio monitoring, group exposure, governance and measurable adoption of Amlok.
7 min read · Amlok
Credit Unions. Keep member context in the assessment.
A credit-union guide to connected member evidence, joint obligations, local concentration and practical Amlok adoption by lending teams.
7 min read · Amlok
Alternative Lenders. Make specialist credit explainable.
A guide for non-bank lenders to product-specific assessments, contract evidence, portfolio segmentation and Amlok monitoring.
7 min read · Amlok
Digital Lenders. Make speed accountable to evidence.
A digital-lending guide to application coverage, evidence quality, reviewable underwriting, API integration and ongoing Amlok monitoring.
7 min read · Amlok
Embedded Finance. Turn platform activity into financial context.
An embedded-finance guide to commerce-to-cash reconciliation, merchant evidence, repayment structures and Amlok integration.
7 min read · Amlok
Platforms. Make connected records mean the same thing.
A platform guide to financial-data identity, reconciliation, freshness, versioning and the evidence infrastructure behind Amlok assessments.
7 min read · Amlok
Trade Credit. Understand the buyer behind the receivable.
A trade-credit insurance guide to buyer identity, receivable aging, concentration, policy limits and evidence-led assessment with Amlok.
7 min read · Amlok
Surety. Connect contractor capacity to the project.
A surety guide to contractor financial evidence, work in progress, backlog, bonded obligations and Amlok-supported monitoring.
7 min read · Amlok
Premium Finance. Understand the obligation and the recovery.
A premium-finance guide to agreement and policy matching, installments, recoverable premium, timing and Amlok-supported assessment.
Merchant Cash Advance. Underwrite the receipts. Understand the merchant.
A Canada and US guide to merchant cash advance underwriting: financing statistics, receipt reconciliation, remittance capacity, worked examples and Amlok monitoring workflows.
14 min read · AmlokJournal
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