A self-learning signal processing engine.

Three layers on one engine: Filtration cleans your channels, Analytics explains and models them, Control closes the loop — supervisory, from the cloud. Prepaid credits, caps you set, no seats.

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One core engine Two evaluation modes One Nonlinearity Passport

Why one platform

One engine. Three layers.

nlsys is a self-learning signal processing engine. Filtration cleans your channels in three modes — real-time, small-lag and offline-grade — with one-step prediction and gap recovery. Analytics explains the clean signal: anomaly events with causes, a hidden-connection graph, regime changes, per-channel health — and compiles trajectories into verified models with a Nonlinearity Passport. Control turns signal and model into device control: no-lag per-channel outputs, NMPC on the compiled model, MIMO groups; we compute setpoints, your PLC executes.

Layer 1 — Filtration

Denoise, one-step prediction and gap recovery in three latency modes; streaming API of your channels, cleaned. Nothing to train, no filters to tune.

Layer 2 — Analytics

Explained anomaly events, hidden-connection graph and root-cause, regime changes, health — plus model compiles, free-run verification, Passports, artifacts and twin supervision.

Layer 3 — Control

Everything in Filtration, plus device control: no-lag per-channel, latency-agnostic NMPC, MIMO-correlated groups — mixed freely; your PLC executes.

The products

Three layers on one engine.

Start at any layer. They share accounts, credits and one Nonlinearity Passport — from cleaning a noisy channel to a supervisory control loop.

How the layers fit together

Independent doors. One ladder.

Enter through any product on its own. Used together, they close a loop that none of them closes alone.

01 · Clean — Filtration

Channels get cleaned in three modes — real-time, small-lag, offline-grade — with one-step prediction and gap recovery. Nothing to train.

02 · Explain & model — Analytics

On clean signal: explained anomaly events, a hidden-connection graph with root-cause, regime changes and health. Clean, segmented sessions compile into verified models with a Nonlinearity Passport (compiler, twin supervision).

03 · Control — Control

The clean signal and the compiled model drive device control: no-lag per-channel outputs, latency-agnostic NMPC, MIMO groups. We compute setpoints; your PLC executes.

The artifact

Nonlinearity Passport.

Every compiled model ships as a verifiable artifact: the equations it recovered, the region of data it is valid in, free-run test results against held-out trajectories, and hashes — so a model can be audited, handed off and kept honest in operation.

Start

Try it on your signals.

Five channels are free — real signals, honest testing, no card. Tell us what you run and we'll set you up.