“Agentic AI for industrial” is easy to say and hard to ship. The gap between a slide and a plant is full of protocols, trust boundaries, and data that was never designed to be queried. The Valak Box is our answer to closing that gap with a single appliance. Here is what it actually does.
It is an OPC-UA server, not just a client
Most integrations connect to your OPC-UA server as one more client. The Valak Box is itself an agentic OPC-UA server. It sits in the plant, speaks the protocol your systems already use, and presents a unified, AI-native view of everything it can reach. To the rest of your environment it looks like infrastructure that belongs there, because it speaks the native language of the floor.
Read-only, always
The Box never writes to your control systems. It subscribes, it reads history, it observes. This is the design decision that makes it deployable: there is no path by which the intelligence layer can change a setpoint or interfere with a control loop. Operations teams do not have to weigh a safety risk against an analytics benefit, because the risk is engineered out.
Lossless capture underneath
Everything the Box sees is captured losslessly, using Sasquatch Labs’ patent-pending property-aware compression. No sampling, no rollups that erase the transients that matter. The full-resolution record exists, affordably, and stays queryable rather than disappearing into cold storage. The “keep everything” posture that compliance and forensics require is the default, not an expensive upgrade.
An agent that investigates, not a dashboard you babysit
The “agentic” part is the difference between a wall of gauges and an analyst that works the problem. Because the Box understands the OPC-UA information model, an agent knows what each tag means: units, ranges, and how tags relate. So it can do more than alert:
- Follow an anomaly across related tags instead of firing one isolated alarm.
- Correlate a deviation with a shift change, a maintenance window, or an upstream signal.
- Pull the raw, full-resolution waveform around an event and compare it to prior runs.
- Explain what it found in plain language, with the evidence attached.
Built to be embedded, not just sold direct
Valak is designed as an OEM layer as much as a standalone product. HMI and SCADA makers, the companies whose software already runs the floor, can embed Valak’s AI and lossless capture as the intelligence tier inside what they ship. The universal wedge is OPC-UA, read-only, and the flagship expression of it is the Valak Box. Whether it arrives as an appliance in your plant or as a capability inside a platform you already run, the job is the same: turn the data the floor already produces into something an agent can reason over, without asking anyone to rip out what works.
The shape of it
Connect to what is already there over OPC-UA. Read, never write. Capture everything losslessly and keep it queryable. Put an agent on top that actually investigates. That is the Valak Box, and it is how the Sasquatch Labs Industrial Series brings agentic AI to the plant floor without a forklift upgrade.