ipnops

Industrial autonomy platform · v0.1

Industrial autonomy,
in motion.

An AI-native platform for understanding, predicting, and acting on industrial systems — at the edge, sovereign by design, from a single CNC to an entire gigafactory.

Built for discrete manufacturing — assembly, automotive, electronics, aerospace.

modalities fused

13+

foundation models orchestrated

16

sovereign inference

edge-first

agentic dispatch

real-time

01 · The shift

Production is no longer linear.

Discrete lines flex on demand. Process loops self-tune. Cobots learn the next assembly task from a human walking them through it. Mining trucks haul through shift change. Tractors plant a 1,000-acre field while the operator reviews the next field on a tablet. Industrial systems are becoming continuous, multimodal, and increasingly autonomous — and the SCADA / MES stack alone can’t keep up.

Ipnops Industry replaces fragmented industrial monitoring with a single, continuously-evolving intelligence and autonomy layer — across cell, line, plant, fleet, fab, and field.

REACTIVE~40%TYPICAL US PLANT55–60%DISCRETE WC85%CONTINUOUS WC90%+
Reactive · ~40%Typical US plant · 55–60%Best-in-class discrete · 85%Best-in-class continuous · 90%+

02 · Connect your floor

Not “another HMI.”
Connect your full stack.

Ipnops Industry ingests every modality the industrial stack emits — PLC + SCADA + MES, OPC UA over MQTT Sparkplug B into an ISA-95 Unified Namespace, machine vision, vibration and acoustic emission, robotic telemetry, fleet telematics, and the operational text that contextualizes all of it.

Telemetry & control

PLC + DCS + SCADA

Modbus · EtherNet/IP · Profinet · DNP3

OPC UA + MQTT Sparkplug B

ISA-95 unified namespace · UNS pattern

MES + ERP + LIMS

ISA-95 levels 3-4 · context for every datum

MTConnect

CNC, machining centres, mills, lathes

Vision & acoustics

Machine vision

Cognex · Keyence · drones · pole cameras

Acoustic emission

Bearings · gearboxes · motors · welds

Vibration + thermal

RMS · kurtosis · envelope · IR hotspots

Robotic telemetry

ROS 2 · KUKA · ABB · FANUC · UR · Yaskawa

Field, fleet, & knowledge

Heavy fleet telematics

CAT VisionLink · Komatsu KOMTRAX · John Deere

Edge LoRa + 5G + Wi-Fi 6

In-cabinet IoT · pole-mount sensors

Edge inference silicon

NVIDIA IGX Thor · Hailo-10H · Jetson · Coral

Standards + SOPs + batch records

IEC 62443 · ISO 10218 · GMP · FSMA · ISO 50001

03 · The understanding layer

Every signal, fused.

A multimodal fusion engine aligns time-series, vision, acoustic, and robotic signals; generates operational embeddings; and builds long-term memory of every asset under management. From this understanding, anomalies surface, correlations emerge, forecasts become possible — and autonomous action becomes safe.

PLC + DCSOPC UAMES + ERPVIBRATIONACOUSTICVISIONROBOTICFLEETFusion coreEMBEDDINGS · MEMORY · REASONINGLong-term memoryAnomaliesCorrelationsForecastsAutonomous dispatch

04 · Predict

Ask the floor.

Interact with industrial systems through natural language. The platform responds with real telemetry, real forecasts, and the lineage of every model that contributed — no PLC ladder logic required.

industry.ipnops.xyz / app / chat — live demo
● connected

You

live demo · queries cycle automatically · open the platform for the full experience

05 · Simulate & act

Test the future, before you ship it.

Discrete-event and physics-aware simulation lets engineers model interventions — predictive-maintenance programs, cobot cells, RL process controllers, AGV fleets, vision QC, autonomous truck dispatch, digital-twin replays — and evaluate consequences before the change order ships. The same simulator drives autonomous dispatch in production.

Scenarios

line-A · Baseline

● ProcessSim

OEE %T 12:00 · OEE 0.0% · THR 0/H · DOWN 0 MINBASELINE · NO INTERVENTION
00:0012:0024:00

Closing

From passive monitoring,
to continuous, autonomous, sovereign industrial intelligence.

As production lines flex, fleets autonomise, robotic dexterity compounds, and the rate of change in industrial systems outpaces the ladder logic written for them, the world needs systems capable of understanding the floor in real time, predicting tomorrow’s shift, simulating intervention outcomes, and acting autonomously — at the edge, under IEC 62443 / NIS2 / ISO 10218 envelopes, with the lineage of every dispatch decision auditable end-to-end.

Ipnops Industry is that system.