Theta Monitor

Uncover the schemes no rule was written for

Ensemble machine learning algorithms that find unknown risk typologies across 2.5B+ transactions a month.

Half the alerts, ten times fewer false positives

Live decisioning

Decisions returned while it still matters

Theta Monitor evaluates risk through 20+ proprietary algorithms working in ensemble and returns an explainable decision with a documented trail.

Theta Monitor feature explanation

Ray Monitor Investigation Layer

Live

Layering pattern · 9 accounts

No rule triggered · structure anomaly

ESCALATED

Batch · 41,900 transactions

Within expected peer behavior

CLEARED

Mule-network signal · 3 corridors

Shared device and beneficiary

REVIEW

Threshold-evading deposits

Below every published limit

ESCALATED

721,817

transactions scored today

10x

fewer false positives

50%+

alert-volume reduction

10x

fewer false positives

Monthly

new typologies surfaced

Included

model validation pack

How a monitor decision gets made

Ingest the flows

Transactions, counterparties and customer context stream in continuously.

Detect without thresholds

Unsupervised models learn what normal looks like and flag anomalies with no labeled examples. Semi-supervised models then learn from confirmed cases and analyst feedback.

Score in context

20 proprietary algorithms work in tandem as an ensemble, like a committee, each reading the activity from a different angle. Risk is then weighted per corridor, product and customer segment.

Explain the output

Every detection maps to the features that drove it, in regulator-ready language.

Ray Hub

Ray Monitor Agent sits on top of Theta Monitor

Detection finds it. The agent works it: assembling the case, explaining the score and documenting every decision. Ray is vendor-agnostic: it plugs into any case management system and layers over any detection engine, ThetaRay or your incumbent.

Ray Monitor Agent

Autonomous data collection, defensible and consistent documentation, and finished investigations for your analysts, with one audit trail behind every decision.

Theta Hub · detection engines

Sanctions screening

Ray Screen Agent

Real-time payment screening

Ray Clear Agent

Transaction monitoring

Ray Monitor Agent

Perpetual customer risk

Ray Score Agent

Frequently asked questions

What is Theta Monitor?

Theta Monitor is ThetaRay's transaction monitoring engine. It uses ensemble machine learning that finds unknown risk typologies, to uncover the schemes no rule was written for.

Does Theta Monitor resolve entities and network connections?

Yes. Theta Monitor resolves customers, counterparties and accounts that belong to the same real-world entity, then maps the connections between them. Analysts see the whole network, such as a mule ring or layered shell companies, instead of isolated transactions.

What is ensemble detection in Theta Monitor?

Theta Monitor raises an alert only when its ensemble of 20 proprietary algorithms agrees. Like a committee, each algorithm reviews the same activity from a different point of view, so one model's blind spot is covered by the others. The result is fewer false positives and detection of typologies that no single model or rule would catch.

How does Theta Monitor detect risk without rules?

It detects without thresholds. Unsupervised models learn each customer's and corridor's normal behavior and flag anomalous structure that no predefined typology describes, without needing labeled examples of crime. Semi-supervised models then learn from the small set of confirmed cases and analyst decisions to sharpen what gets flagged. New typologies are surfaced monthly.

How does Theta Monitor reduce alerts and false positives?

Theta Monitor scores against 30+ weighted risk features, with risk weighted per corridor, product and customer segment. The result is 50%+ alert-volume reduction and 10x fewer false positives.

Are Theta Monitor decisions explainable?

Yes. Every detection maps to the features that drove it, in regulator-ready language, and returns an explainable decision with a documented trail. A model validation pack is included.

Don't just flag. Resolve.

See Theta Monitor run on your own data.