Anomaly Detection

The risks that hurt most are the ones you don’t see coming.

We build systems that watch your operations in the background and flag what’s unusual, before it becomes a problem.

Fraud, error, drift, and equipment failure share one shape: a tiny signal hidden inside an ocean of normal activity. By the time a human notices, the damage is already booked. Anomaly detection watches the stream no person could realistically watch and surfaces only the cases that matter, each with its evidence already attached.

Zabble tunes what counts as an anomaly to the specific business, and where it helps, compounds the rules with a model that learns the patterns over time. This is how you scale without losing control.

Most anomaly detection builds lead with one or two modules and grow from there. Common starting points: Continuous Assurance Engine, Predictive Maintenance System, Reconciliation Engine and Compliance & Regulatory Reporting Engine , each one assembled into a single system shaped to your business.

In short

What is anomaly detection in business operations?

Anomaly detection is software that watches a stream of business activity in the background and flags what’s unusual, the fraud, the error, the drift, the outlier, before it becomes a loss.

A typical organization loses 5% of its revenue to occupational fraud every year, and the median scheme runs about 12 months before it is caught.

ACFE, Occupational Fraud 2024: A Report to the Nations
10 systems

Systems that deliver Anomaly Detection.

Live

Continuous Assurance Engine

Background monitoring across a stream of activity no human could realistically watch, only the things that matter surface, with their evidence already attached.

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Live

Predictive Maintenance System

Every bearing, motor and compressor has a voice. The system listens, learns the shape of failure, and books the repair before the breakdown.

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Live

Unified Customer Record

One customer record, stitched from the systems that already hold the data. Every team sees the same customer.

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Live

Analytics & Decision Support Suite

One platform pulling from every system in the business, shaped four different ways for the four people who run it.

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Live

Compliance & Regulatory Reporting Engine

The submissions regulators, auditors, donors, and boards expect, assembled from the data you already generate, no quarter-end scramble.

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Live

Reconciliation Engine

Stop chasing the agreement between systems. The engine matches the ledgers in the background and only surfaces what needs a human.

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Live

Data Routing Pipeline

The systems you already own, piped into one clean output, board pack, donor report, regulator return. The pipeline does the assembly that four people used to do over three days of email.

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Live

Forecasting & Demand Planning

Eighteen months of your numbers, projected forward. The orders, shifts and cash buffers it implies land where the team already works.

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Master Data Hub

One canonical record per customer, supplier, product. Edit it once; every system downstream agrees within two seconds.

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Live

Notification & Alert Orchestration

One rule engine deciding who hears about what, on which channel, at what hour. The noise stops; the signal lands on the right person's phone.

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What changes
  • The costly few surface out of the routine many, with evidence attached.
  • Mean time to detection drops from days to seconds.
  • Investigators stop triaging false positives by hand.
The four pillars

Anomaly Detection is one of four. Explore the rest.

Next Step

Want one built for your business?

The first conversation is free. And useful either way.