The Mechanism
Monitoring re-runs the prediction models against a position's current facts rather than its facts at deployment. A new judge assignment changes venue-level base rates. A motion ruling changes procedural posture. A counterparty's litigation conduct changes the settlement-timing distribution. None of these events retroactively change what was known at underwriting, but each changes what should be believed about the position now, and a re-scored probability that has moved materially from the position's original pricing is treated as a signal requiring review, not as background noise absorbed silently into a portfolio report.
The cadence matters as much as the mechanism itself. Monitoring on a fixed schedule, quarterly review of an entire book regardless of individual matter activity, catches drift only as fast as the schedule allows. Monitoring triggered by docket events, a new filing, a ruling, a change in counsel, catches drift as it happens, which is the difference between a portfolio that produces bad news early in small pieces and one that produces it late and all at once.
Monitoring also operates at more than one level simultaneously. At the position level, it asks whether this specific matter's score has moved. At the cohort level, it asks whether a group of similar matters, same venue, same judge, same defendant, is moving together in a way that suggests a shared underlying cause rather than independent case-specific developments, which is a different and often earlier signal than any single position's drift would reveal.
Inputs and Outputs
Inputs are the position's original passport baseline plus every material event that has occurred since: docket filings, rulings, servicing updates, attorney attestations, and lien or payment status changes. Outputs are an updated score, a delta from the baseline, and, where the delta crosses a defined threshold, an exception flag routed to a named reviewer with the evidence that triggered it. A monitoring system that produces an updated score without a clear delta and without a routing mechanism for material changes is producing a report, not a control.
The exception itself is a governed object, not an informal note: it carries a stated reason, the evidence that triggered it, a named reviewing authority, and either a resolution or an explicit, time-bounded approval to continue monitoring rather than act, so that no material change sits unaddressed by default simply because no one objected to it.
What Can Go Wrong
The characteristic failure is silence: a portfolio without active monitoring can look calm for a long time because positions accrue and proceed on their expected timelines with nothing visibly wrong, until several matters resolve worse than priced in the same period and the institution discovers only then that nothing had been watching. A second failure is monitoring individual positions without monitoring portfolio-level concentration, since a venue, judge, defendant, or referral-source concentration that was acceptable across a smaller book can become a correlated risk as the book grows, and that risk is invisible at the single-position level no matter how well any one position is being tracked.
A third failure is allowing exceptions to accumulate without expiration. An approved exception that never comes back for review, regardless of how reasonable it looked when first approved, is a standing gap in the control rather than a resolved one, and a monitoring system needs to treat an unreviewed, expired exception as an active risk in its own right.
How Criterica Implements This Stage
Criterica Intelligence's models are the same machinery running at both the predict and monitor stages, re-scored against updated facts rather than replaced by a separate monitoring tool, which keeps the comparison between original and current scores meaningful. Criterica Capital's servicing operations feed the event stream, docket updates, attorney and provider attestations, payment status, that monitoring runs against. Criterica Group's standard requires portfolio-level concentration monitoring by venue, judge, defendant, provider, and referral source as an explicit control, on the premise that an asset acceptable in isolation can be unacceptable in a concentrated book.
This stage is also where the lifecycle's loop becomes visible in real time rather than only in retrospect: a monitored position that resolves is not a surprise arriving from nowhere, it is the terminal point of a score the institution has been watching move, which is what makes the next stage, resolution, a confirmation of what monitoring already indicated rather than a fresh discovery.
Discuss the Monitor Stage
Institutional buyers and capital partners evaluating the Regulated Outcome Lifecycle.