Anomaly detection

Anomalies caught as they happen

Catches anomalies while the flow is running.

Kubli Pulse watches your recurring flows and flags what departs from normal behaviour, before the operation completes. It works on payments, insurance claims, utility usage and returns: the model learns from your own closed cases, not an industry average.

Input
A single movement
Amount, timing, recipient, device, history
Latency
Before completion
The decision lands while the operation is still running
Training
Your closed cases
Made usable by Echo, with the customer taken out
Output
Decision and reasoning
What weighed, which version decided, who overrode it
Kubli Pulse · Live demo

What passes and what gets stopped

Each row is a movement arriving. Almost all of them flow through without anyone noticing. When the behaviour departs, the row lights up and the operation stops before it completes.

0movements observed0 flagged
TimeAmountRecipientChannelOutcome

No hand-written rule says «block anything over €2,500 at night». The model learned what an ordinary day looks like at your institution and recognises what does not resemble one.

Confirmed fraud cases are rare, and they stay locked in the file because they contain names and account numbers. That is why almost every system on the market learned on somebody else's fraud.

Sectors

  • Banking
  • Payments
  • Insurance
  • E-commerce
  • Utilities
  • Marketplaces

Not just payments

The demo above shows payments. The same recognition works wherever there's a rhythm to learn.

  • Insurance claims

    A claim that departs from the customer's or policy type's normal pattern, flagged before payout.

  • Utility consumption

    Usage that doesn't match that meter's usual readings, caught before it turns into undetected loss.

  • E-commerce abuse

    A return, a promo code use, or an account that behaves differently from the store's usual traffic.

  • Vendor payments

    An invoice that duplicates an order already fulfilled, or an amount outside that vendor's usual pattern.

How it works

Anomalies caught as they happen

Kubli Pulse watches your recurring flows and flags what departs from normal behaviour, before the operation completes. It works on payments, insurance claims, utility usage and returns: the model learns from your own closed cases, not an industry average.

  1. It learns from your closed cases

    Your confirmed anomaly files are the most useful material you own, and the one thing that never leaves your systems. Echo makes them usable with the customer taken out, so the model recognises your patterns instead of an industry average.

  2. Anomalies stay anomalies

    In nearly every other treatment the outlier is noise to be damped. Here it is the signal: flatten the anomalies and there is nothing left to recognise. Anonymisation protects who the customer is and leaves the behaviour untouched.

  3. It decides where the real data lives

    The block happens inside your perimeter, on the actual operation. On an anonymised file you could not stop any account, because you would not know which one: the treated material is for training, not for deciding.

  4. Every block stays explainable

    What weighed on the decision, which version of the model made it, and who overrode it if anyone did. You need this the day you stop the wrong one and the customer asks why.

Two routes

Where would you like to start?

If you have a problem to solve, start with a demo on your own case. If you are assessing us, as a fund or a procurement team, start with the confidential documentation.

Or just write to us[email protected]

Kubli issues no certifications and holds none. It hands over the measurements taken and the documents to stand behind them when someone asks.

A demo on your case

Thirty minutes. You tell us which data is blocked and what you would do with it, and we show you the result on an example close to yours. If the case is not a fit we say so on the call.

  • A person answers, within one working day
  • Nothing gets uploaded before the confidentiality and processing agreements are signed
  • If the case does not hold up, we tell you straight away

Optional. Leave it and we call you instead of writing.

We use these details only to get back to you. We do not pass them to anyone.