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Case Studies | Bank Lenders

How we help our clients grow their business

Challenge
Manual borrowing base verification delayed funding availability and increased the risk of eligibility and concentration errors. Monitoring limits and exceptions required significant manual review and internal reporting coordination.

Solution
Cardo AI deployed a rule-based borrowing base engine that modeled liabilities, advance rates, and waterfalls directly within the platform, comparing it to provided values. Loan-level data was automatically validated, eligibility and concentration checks were executed in real time, and risk-adjusted haircuts were applied dynamically. Exception alerts and automated internal reporting streamlined approval workflows.

Outcome

  • Processing time reduced from 2–3 days to 4 hours
  • 35% decrease in eligibility calculation errors
  • Increased facility utilization
  • Faster borrower access to eligible funding

Challenge
Inefficient capital call execution and liquidity forecasting created inaccurate cash flow projections and increased administrative workload. Manual triggers, static forecasting models, and limited visibility across funding sources made it difficult to anticipate liquidity needs and optimize capital deployment.

Solution
Cardo AI automated capital call scheduling and execution, removing reliance on manual processes. The platform forecasted cash flow requirements based on historical patterns and upcoming fund obligations, while dynamically adjusting capital buffers across multiple funding sources to optimize liquidity allocation.

Outcome

  • 70% reduction in capital call processing time
  • Lower liquidity shortfall incidents
  • Improved fund stability and investor confidence
  • Operational teams refocused on strategic cash management

Challenge
The absence of real-time risk monitoring led to delayed detection of concentration risk, increased exposure across asset managers and underlying debtors, and missed opportunities for early mitigation. Risk analysis relied heavily on manual reporting cycles, limiting proactive decision-making.

Solution
Cardo AI implemented automated concentration risk calculations across asset managers and underlying obligors, combined with risk-adjusted return analysis across investment lines. Real-time monitoring and automated alerts enabled continuous oversight and supported regulatory compliance and proactive capital allocation decisions.

Outcome

  • 70% faster risk detection
  • 50% reduction in manual effort
  • Immediate notifications for risk threshold breaches
  • More accurate and optimized risk-adjusted returns

Challenge
A global lender managed highly bespoke bilateral and club deals that lacked market standardization. The team depended on spreadsheet-driven processes to track complex lender allocations and struggled to maintain consistent data as facilities underwent frequent amendments. This reliance on manual tracking limited operational scalability and made it difficult to audit cash movements and economics as the portfolio grew.

Solution
Cardo AI provided a purpose-built operating environment for direct lending facilities, allowing managers and lenders to track positions, deal terms, lender economics, and lifecycle events in a consistent structure-aware model. Our platform orchestrated the management of complex lifecycle events, including accruals and bespoke amendments, ensuring that origination, operations, and finance teams remained perfectly aligned.

Outcome

  • Strengthened stakeholder trust with audit-ready transparency
  • Shortened reporting timelines by reducing operational friction
  • Removed reconciliation gaps through standardized data
  • Handled higher deal volumes with greater precision and speed

Challenge
A leading specialty finance bank faced the intense operational demands of ESMA compliance for its structured finance and factoring portfolios. Producing accurate, timely templates required assembling massive datasets from fragmented loan systems and third-party servicers.

Solution
The bank deployed Cardo AI as its governed source of truth to automate the end-to-end ESMA reporting workflow. The platform integrated data directly from various transaction participants, applying automated completeness and consistency validations before mapping fields into the required regulatory templates. By establishing a repeatable production framework, the firm replaced manual data repair with a structured environment featuring version control, audit trails, and clear review checkpoints for every submission.

Outcome

  • Strengthened stakeholder trust with audit-ready transparency
  • Ensured 100% compliance with complex regulatory mapping
  • Eliminated late-cycle data errors through automated validation
  • Reduced the manual reporting burden by standardizing source data

See how our clients leverage Cardo AI to manage their most sophisticated asset-based structures at scale.

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