AI agents built for industrial operations.

Agents that watch your process and report into the systems you already run, on hardware you already own. Every one is admitted against the device it targets before it can act, and every verdict is retained.

  • Runs on hardware you already own
  • You grant what each agent may touch
  • Every verdict kept and reproducible
  • No per-token metering

Built on infrastructure your team already trusts

Build a VLA workflow without writing code.

Describe the rule in plain language, or hand it the SOPs and work instructions you already have. Point it at a frame and it returns a structured decision record — the observation, the rule it matched, and what it recommends.

Try it on your own frame Real models with the region disclosed. Frames are processed in memory and never retained.
SECURITY / VLMScenario or upload · real model
REAL MODEL · AWS us-east-1
Camera frameJPEG · PNG · WEBP
Selected security camera frame
Drop a camera frame here

or choose an image from this device

SEC-CAM-07 LIVE FRAME
Guided scenariosSelect a frame + rule

Frame content is sent directly to Bedrock for this request and is not stored by this demo.

Operating contextEditable
IF / THEN RULEVersion 1.0
Decision recordWaiting
Ready for a frame

The observation, matched rule and recommended operator action will appear here.

An agent that already knows your system.

It holds your hardware spec, your operating rules, and the decision it just made. So “why did line 3 stop” gets one answer with the evidence attached — instead of a reconstruction across four consoles and a phone call.

ArgoIndagate industrial assistant
Online
No record loaded yetDesign a workflow in step one and it appears here
Hardware specification Operating policy

Hi, I’m Argo. Chat freely, ask a follow-up, or ask me to explain the latest security or industrial demo record.

Sources: hardware specification · operating policy

Argo provides decision support. Human review and safety-rated controls remain authoritative.

How we’re different.

Most platforms give you one of these. An industrial deployment needs all three.

01

Agents that reason, not detectors that alert

Perception, reasoning and tool calls in one loop. It holds what it saw, works against a rule you wrote in plain language, decides what to do next, and can be questioned about any of it afterwards.

See it run
02

Signed, scoped and recorded before install

Industrial systems will not take an agent on trust. Each one arrives with a publisher, a version, the device it targets and the reach you granted it — all checked at the gate, so the security review happens before deployment rather than after an incident.

The Oddy test
03

Sized to the hardware you already own

We come from embedded and industrial hardware. Send us your installed base and we will qualify what it can actually run, model by model. Where it genuinely falls short, our reference controller ships as a drop-in.

Supported targets

Three checks. One named device. A verdict you can produce two years later.

In 1973 British Museum conservation scientist Andrew Oddy published a test that exposed silver, copper and lead coupons to a candidate material before it was allowed near an irreplaceable object. You do not test the object. You test the thing you are about to introduce, under the conditions it will actually meet. An agent is a candidate material. Your PLC-connected line is the object.

How the three coupons work
ODDY TEST · ILLUSTRATIVE RECORD

Qwen2.5-VL 3B

Target-scoped software admission

EDGE RUNTIME 0.3.2 MANIFEST SIGNED

CANDIDATEqwen2.5-vl-3b · gguf q4_k_m

TARGETQCS6490 · line 3

COUPON 01

Identity

Publisher, version and SHA-256 digest match the signed manifest.

Pass
COUPON 02

Fit

Memory, runtime and accelerator sit inside the device envelope.

Pass
COUPON 03

Reach

Requests nothing beyond the reach you granted on that device.

Pass
RESULTAdmitted — permanent

Recorded 2026-07-24 09:41 UTC · eu-west-1 · retained 365 days

CONTROL PATH Declare → test → admit → keep
  1. 01

    Declare

    A candidate arrives with its publisher, version, digest, intended role, requested reach and target.

  2. 02

    Test

    Three coupons run against the specific device the candidate wants to reach.

  3. 03

    Admit

    A pass may install to a versioned slot. A fail never receives an edge directive.

  4. 04

    Keep

    The evidence and verdict stay on record so you can answer what ran and why.

IDENTITY FAILUnsigned or unmanifested buildRejected · remains in the control plane

Runs on your hardware — or ours.

We come from embedded and industrial hardware, so this is a question we can answer precisely. Send us your installed base and we will qualify what each device can run. Where existing compute falls short, our QCS6490 reference controller ships as a drop-in. Either path keeps the same deployment contract: a manifest-scoped runtime and a bounded field edge.

The Indagate reference controller: top-mounted status display and a front panel carrying USB-C, USB 3.2, HDMI, MIPI/DP, dual 2.5G LAN, DIO/GPIO, relay outputs and antenna connectors
QCS6490 reference controller Available, never required — the runtime contract is identical on your own hardware
  • Dual 2.5G LAN · USB-C, USB 3.2
  • 10-channel DIO/GPIO · 4 relay outputs
  • Sub-GHz RF · BLE / Wi-Fi
  • Passive cooling · DIN or wall mount

Supported targets

NVIDIA Jetson
GPU-scoped VLM and VLA packages
Indagate QCS6490
The reproducible reference design
Raspberry Pi 5
OpenCV and compact CPU models
Your Linux or Yocto image
x86_64 or ARM64
Zephyr companion MCU
Bounded field telemetry
Hardware detail and specifications

Connects to

  • PLC and SCADA — telemetry through a bounded companion
  • CMMS and MES — work orders and quality records
  • MCP agents — a governed endpoint for agent tooling
  • n8n, Zapier, Make — no-code routing with safe defaults
  • Webhooks — signed outbound, tenant-scoped inbound
Integration paths and setup

Compliance without the compromise.

The usual trade is a system IT will approve and the floor resents, or one the floor likes and IT blocks. Governance here is part of how the agents run rather than a layer added afterwards — so IT and OT are signing off on the same system, not negotiating over it.

Operations

Plant & quality leadership

Start on one line with one defect or event. Prove the signal exists before anyone talks about a rollout, and keep the operator in the loop throughout.

What you getFewer escapes and fewer unplanned stoppages, with the evidence attached to each event.
Engineering

Controls & automation

Fits the plant you already run. Telemetry crosses a bounded companion MCU; control authority never moves.

What you getNo new control layer to commission, and no model that can write to a PLC.
Governance

IT & OT security

Every agent is signed, scoped and recorded before install. Reach is declared up front, execution location is stated, and the evidence is retained.

What you getA direct answer to “which agent acted on that line in March, under what permissions, and who approved it?”

Designed against the frameworks your reviewers already use.

Agents that touch operational technology get assessed against real regimes. Indagate is built so the evidence those regimes ask for is a by-product of running the system, not a project you start once someone requests it.

What the admission record maps to, and how far the claim goes:

EU AI Act
Record-keeping, human oversight and transparency obligations for higher-risk uses are supported by the admission record and the operator review step.
Cyber Resilience Act
Signed artifacts, pinned versions and per-device manifests give you the SBOM and update-integrity evidence the regime expects.
IEC 62443
Zoned reach, least-privilege tool scope and a bounded field edge fit the segmentation model OT security teams already assess against.
NIS2
Retained decision evidence and stated execution regions support incident reporting and supply-chain questions.

Support is not certification. Indagate holds no certification against any of these frameworks and none is implied. These are the obligations the system is designed to produce evidence for; conformity remains the operator’s assessment, made with your own auditors against your own deployment.

Scope your first agent.

Send your SOPs and we will audit them free — the agent that fits your procedures, and the hardware it runs on.

  • Free, and delivered by an engineer — not a sales sequence
  • Your SOPs and frames stay yours — nothing is retained
  • A named device and a named model, or a plain no
  • Pilots start on a single line — not a site-wide programme
Not ready to share procedures?

Read how admission and the runtime actually work, or run the CLI against a device you already have.

We use this only to answer you. No newsletter, no third-party sharing. You can also email info@oddessy.io directly.

Ask ArgoIndustrial assistant