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Separate corporate term loans, revolving facilities and commercial real-estate loans. Define whether the assessment concerns one obligor, a consolidated group or a specific secured facility.

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Financial-risk measures

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Public benchmark sources

OSFI’s open financial data provide institution-level banking returns. Compare only equivalent reporting definitions and institutional populations. Aggregate financial returns are not individual commercial-loan outcomes. The financing corpus identifies public deal evidence and its event semantics. Announced facilities, registrations, commitments and disbursements must retain their separate meanings. A registered security interest does not establish utilization, lien priority or successful repayment.

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AMLOK evaluation

Measure entity resolution, consolidation accuracy, facility-term extraction and covenant calculation against adjudicated evidence. Test extraction of exceptions and amended terms, not only headline amounts. Keep the same corporate group outside both training and evaluation partitions. For Signal, assess detection of supported covenant, liquidity and concentration changes using information available at the alert date. Separate a breached covenant from an approaching threshold and from missing documentation. Institution staff determine intervention in their own systems. Use the entity-graph methods, financial analysis protocol and common evaluation design.