Stay informed about credit risk management best practices, industry trends, and real-world case studies. Our resources help CFOs, risk managers, and treasury professionals make better decisions about vendor relationships and credit exposure.

Featured Guide

Comprehensive Guide

The Complete Guide to Understanding Corporate Credit Risk

A comprehensive deep-dive into analyzing and monitoring corporate credit risk, bankruptcy probability, and credit events. Learn how to read CDS spreads, interpret credit ratings, assess default probability, and monitor credit situations like institutional investors. This guide covers everything from understanding credit default swaps and credit ratings to event contracts and position sizing.

Essential reading for anyone serious about understanding credit markets

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Featured Tool

Research Tool

SEC Filing Comparison Tool

Compare SEC filings (10-K and 10-Q reports) from the same company across consecutive periods to quickly identify material changes. The tool highlights differences in risk factors, management discussion and analysis (MD&A), business descriptions, legal proceedings, and other critical sections that may signal shifts in a company's financial health or operating environment.

Essential for credit analysts and equity researchers tracking corporate developments

  • Risk Factor Changes: Spot new risks, removed disclosures, or modified language that may indicate emerging concerns
  • MD&A Evolution: Track how management's outlook and explanations change quarter-over-quarter or year-over-year
  • Business Description Updates: Identify strategic pivots, new product lines, or discontinued operations
  • Legal and Regulatory: Monitor changes in litigation disclosures, regulatory matters, and contingencies
  • Credit Research: Identify early warning signs that may impact creditworthiness before they affect spreads

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Company-Specific Analysis

Deep Dive Analysis

CoreWeave Bankruptcy Risk Analysis

Comprehensive credit analysis of CoreWeave's financial health, examining the company's $14 billion debt load, 700bp+ CDS spreads, and high-growth AI infrastructure business model. Detailed assessment of default probability and bankruptcy risk factors.

Updated analysis of one of the most watched credit situations in tech

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Deep Dive Analysis

IREN Limited Bankruptcy Risk Analysis

In-depth credit analysis of IREN's financial position, examining the company's $2 billion convertible debt, $9.7 billion Microsoft AI contract, and transition from Bitcoin mining to AI infrastructure. Z-Score of 7.84 signals LOW credit risk but HIGH equity volatility from execution challenges.

Analysis of low credit risk with high execution uncertainty

  • Conservative leverage vs. aggressive capital deployment
  • Interest coverage 18-22x and debt maturity analysis
  • Microsoft contract execution risk and customer concentration
  • 5-10% default probability vs. CoreWeave's 25-35%

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Deep Dive Analysis

Applied Digital (APLD) Bankruptcy Risk Analysis

Comprehensive credit analysis of Applied Digital's elevated bankruptcy risk, examining the company's Z-Score of 0.42-2.59, $375M August 2026 debt maturity with only $74M cash, and extreme CoreWeave customer concentration. Critical near-term refinancing event ahead with 25-35% default probability.

Analysis of acute refinancing risk in AI infrastructure

  • August 2026 debt maturity crisis and liquidity analysis
  • CoreWeave counterparty risk and customer concentration
  • Interest coverage 0.48x and negative working capital
  • Contrast with IREN's healthy credit and CoreWeave's distress

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Case Studies

High-Growth AI Infrastructure: Managing Rapid Expansion Risk

Companies like CoreWeave have experienced explosive growth in AI infrastructure services, often funded by significant debt. This case study examines how enterprises can assess bankruptcy risk when partnering with high-growth, highly-leveraged technology vendors. See our CoreWeave distress analysis and default odds for full financial assessment.

Key Considerations:

  • Debt Levels: Understanding how much debt is sustainable vs. risky given revenue growth trajectories
  • Customer Concentration: Assessing vendor dependency on a small number of large customers
  • Market Competition: Evaluating competitive threats that could impact financial stability
  • Contingency Planning: Developing backup strategies if vendor experiences financial distress

Key Takeaway: Even high-growth companies can present credit risk. Continuous monitoring and contingency planning are essential when building critical dependencies.

Enterprise Software Vendor Due Diligence

Large, established technology companies like Oracle provide mission-critical services to thousands of enterprises. While generally stable, changes in business strategy, acquisition activity, or market dynamics can affect credit profiles.

Monitoring Approach:

  • Financial Health Tracking: Regular review of quarterly financials and credit ratings
  • Strategic Changes: Monitoring major acquisitions, divestitures, or business model shifts
  • Contract Terms: Ensuring appropriate protections in enterprise agreements
  • Alternative Planning: Maintaining awareness of potential alternatives if issues arise

Key Takeaway: Even with stable, large vendors, ongoing credit monitoring provides important business intelligence for strategic planning and risk management.

Portfolio-Wide Risk: Manufacturing Supply Chain

A mid-market manufacturer with 200+ suppliers discovered through portfolio analysis that 15% of their procurement spend was with vendors showing elevated bankruptcy risk. Early identification enabled proactive mitigation.

Actions Taken:

  • Renegotiated payment terms with at-risk vendors
  • Qualified alternative suppliers for critical components
  • Increased inventory buffers for high-risk/high-criticality items
  • Implemented ongoing monitoring and alerting

Key Takeaway: Portfolio-wide monitoring reveals concentration risks that spot checks miss, enabling systematic risk reduction.

Industry Insights

Technology Sector Credit Trends

The technology sector has experienced significant shifts in credit dynamics over the past several years. Key trends affecting vendor credit risk include:

  • AI Infrastructure Boom: Companies providing GPU compute and AI infrastructure have seen explosive growth but vary dramatically in credit risk. Examples like CoreWeave (distressed, Z-Score 0.66) and IREN Limited (low credit risk, Z-Score 7.84) demonstrate the spectrum of credit profiles despite similar business models. Read our detailed analyses to understand how leverage, customer concentration, and execution risk drive these different outcomes.
  • SaaS Consolidation: Pressure on software valuations has led to increased M&A activity and financial stress for smaller vendors.
  • Cloud Concentration: Dependency on a few major cloud providers creates systemic risk that enterprises should monitor.
  • Cryptocurrency Exposure: Technology companies with cryptocurrency holdings or revenue streams face additional volatility and credit risk.

Best Practices for Vendor Financial Monitoring

Based on analysis of successful risk management programs, we recommend the following best practices:

  1. Risk-Based Segmentation: Categorize vendors by both criticality and credit risk to prioritize monitoring efforts.
  2. Automated Monitoring: Use technology to continuously track financial health rather than periodic manual reviews.
  3. Early Warning Thresholds: Define specific triggers that require action, such as credit rating downgrades or leverage ratio increases.
  4. Cross-Functional Collaboration: Involve procurement, legal, and operations in risk assessment and mitigation.
  5. Contingency Planning: Maintain documented backup plans for critical vendor relationships.
  6. Regular Reporting: Provide executive and board visibility into portfolio credit risk exposure.

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