AUTONOMOUS INDUSTRIAL AI WORKFORCE

Maximize OEE, Eliminate Machine Downtime & Automate Quality with Autonomous Manufacturing Agents

Deploy an autonomous Master AI Plant Operations Director backed by 9 specialized sub-agents. Continuously monitor SCADA and PLC sensor streams, predict equipment failures before catastrophic shutdowns, dynamically rebalance assembly lines, and automate scrap reduction 24/7 across SAP PM, Rockwell, and Siemens MES.

Connected to mission-critical industrial manufacturing stacks:
Siemens Opcenter MES Rockwell FactoryTalk SAP S/4HANA PM AVEVA PI System Ignition SCADA
Frank Kowalski, AI

Frank Kowalski, AI

Master Plant Operations Director

Monitoring 142 CNC & Assembly Cells
94.8% Plant OEE Achieved
-68% Unplanned Downtime
< 0.12% Scrap Defect Rate
Vibration harmonic anomaly flagged on Spindle 4B → Auto PM dispatched
VERIFIABLE OPERATIONAL IMPACT

Transform Industrial Throughput at Enterprise Scale

Drive higher Overall Equipment Effectiveness (OEE) and eliminate catastrophic plant stoppages.

94.8%
Overall Equipment Effectiveness

Sustain world-class OEE across availability, performance efficiency, and first-pass quality yield.

-68%
Unplanned Downtime

Predict bearing wear, thermal runaway, and hydraulic pressure loss days before mechanical seizure occurs.

< 0.12%
Scrap & Rework Rate

Automated high-speed vision inspection catches micro-fractures and dimensional drift at sub-millimeter tolerances.

18.4%
Energy Peak Shaving

Intelligently schedule heavy thermal curing and stamping cycles during off-peak power tariff brackets.

THE 9 SPECIALIZED SUB-AGENTS

An Autonomous Multi-Agent Swarm for Smart Factory Supremacy

Frank Kowalski coordinates 9 hyper-specialized sub-agents to govern machine health, line speed, quality inspection, and supply buffers.

Predictive Maintenance Modeler
SUB-AGENT 01

Predictive Maintenance Modeler

FFT Vibration & Acoustic Harmonic Modeling

Analyzes high-frequency accelerometer and acoustic sensor feeds on motors and spindles, identifying bearing spalling before failure.

FFT AnalysisBearing Fault CurvesThermal Modeling
Line Balancing & Bottleneck Dispatcher
SUB-AGENT 02

Line Balancing & Bottleneck Dispatcher

Takt Time & Dynamic Station Buffer Optimization

Monitors station cycle times along assembly conveyors, dynamically rerouting work-in-progress (WIP) to prevent starvation.

Takt Time TuningWIP Buffer ControlBottleneck Relief
Computer Vision Defect Inspector
SUB-AGENT 03

Computer Vision Defect Inspector

Sub-Millimeter Surface & Weld Quality Auditing

Inspects 60+ parts per second via high-speed line cameras, flagging micro-porosity, paint blemishes, and dimensional tolerance flaws.

Micro-Defect VisionWeld Bead GeometryInstant Ejection
SCADA & PLC Telemetry Sentinel
SUB-AGENT 04

SCADA & PLC Telemetry Sentinel

Modbus, Profinet & OPC-UA Anomaly Sentinel

Polls 50,000+ PLC memory registers per second, detecting pressure surges, valve seal leakages, and pneumatic deviations.

OPC-UA StreamingPLC Register WatchSurge Prevention
Work Order & Spare Parts Replenisher
SUB-AGENT 05

Work Order & Spare Parts Replenisher

Automated CMMS / SAP PM Dispatch & Bin Check

Automatically generates maintenance work orders in SAP PM, reserves OEM replacement bearings in the tool crib, and alerts technicians.

SAP PM Auto-POTool Crib ReserveTechnician Dispatch
Energy & Carbon Footprint Optimizer
SUB-AGENT 06

Energy & Carbon Footprint Optimizer

Peak Demand Shaving & Machine Idle Power Cut

Monitors industrial smart sub-meters, triggering automatic idle hibernation on hydraulic pumps and shifting kiln cycles off-peak.

Peak Load ShavingIdle Power CutScope 1 & 2 Audits
Shift Handoff & Standard Work Enforcer
SUB-AGENT 07

Shift Handoff & Standard Work Enforcer

Digital Gemba Walk & Kaizen Log Synthesizer

Aggregates shift logs, downtime incident notes, and tooling changes into concise digital shift handoff briefings for incoming leads.

Gemba Walk RollupOEE Pareto DigestStandard Work SOP
Infeed & Raw Material JIT Orchestrator
SUB-AGENT 08

Infeed & Raw Material JIT Orchestrator

Just-in-Time Material Replenishment & AGV Triggers

Tracks raw material consumption rates at stamping and injection cells, dispatching autonomous mobile robots (AMRs) to restock bins.

AMR Call TriggersKanban Electronic SyncZero-Line-Starve
Plant Health & ESG Executive Reporter
SUB-AGENT 09

Plant Health & ESG Executive Reporter

Executive OEE Dashboards & Regulatory EHS Logging

Delivers daily executive summaries of plant throughput, scrap write-downs, carbon intensity per produced unit, and OSHA safety records.

Executive C-Suite KPIESG Unit MetricsAudit-Proof Trails
INTERACTIVE DEMO CONSOLE

Experience Autonomous Smart Factory Operations in Real Time

Select an industrial production scenario below to see how our agents prevent catastrophic machine downtime, rebalance lines, and suppress scrap.

LIVE SYSTEM STREAM
Sub-Agent 01: Predictive Maintenance Modeler
REAL-TIME SYSTEM STATE & PAYLOAD JSON / TELEMETRY
manufacturing_stream.json


                    
ECOSYSTEM COMPATIBILITY

Connected with Enterprise Industrial Automation Systems

Native integration with Siemens, Rockwell, SAP PM, AVEVA PI, and OPC-UA industrial bus protocols.

Siemens Opcenter MES

Work-in-progress tracking, recipe execution, and plant floor dispatch automation.

Certified Siemens Partner

Rockwell FactoryTalk

ControlLogix PLC tag integration, alarm event streaming, and historians.

CIP / Ethernet/IP

SAP S/4HANA PM

Automated maintenance notifications, work order creation, and spare part reservations.

BAPI / OData Native

AVEVA PI System

High-frequency time-series sensor ingestion, asset framework asset modeling.

AF SDK Integration

GE Digital Proficy

Plant applications OEE metrics, batch execution, and operator electronic records.

OPC-DA / UA

Ignition SCADA

Inductive Automation platform tags, script triggers, and visual perspective dashboards.

Native REST & MQTT

Kepware OPC-UA

Industrial connectivity server bridging legacy CNCs and modern cloud pipelines.

High-Speed OPC-UA

Autodesk Fusion Ops

Cloud manufacturing production tracking, downtime categorization, and scrap logging.

Bi-Directional API

Azure IoT Hub & AWS SiteWise

Edge-to-cloud industrial telemetry ingestion with multi-plant rollups.

Certified Cloud Gateway

Slack & MS Teams Ops Pagers

Instant pager alerts for maintenance engineers, millwrights, and quality supervisors.

Interactive Bot
BANK-GRADE COMPLIANCE & GOVERNANCE

Built for Mission-Critical Operational Environments

Enterprise-grade governance, strict role-based access, and cryptographic auditability ensuring physical plant safety and infrastructure continuity.

SOC2 Type II & ISO 27001

Independently verified security controls ensuring strict availability, confidentiality, and data integrity across all operational networks.

Zero Model Training & Air-Gap Support

Your proprietary telemetry, SCADA registers, and operational schematics are never retained or used to train shared public models.

Granular RBAC & Safety Interlocks

Configure read-only SCADA monitoring, two-operator physical interlock approvals, and deterministic threshold guardrails.

Immutable Audit Trail

Every telemetry anomaly, work order trigger, and parameter setpoint change is logged with cryptographic timestamps for safety regulators.

RAPID TIME-TO-VALUE

Deploy Your Smart Factory AI Swarm in 3 Steps

Connect your existing industrial historians and PLCs in hours without re-wiring plant hardware.

01

Connect OPC-UA Gateways & SCADA

Plug into your existing Kepware, Ignition, or AVEVA PI server over read-only OPC-UA or MQTT.

Strict read-only telemetry mode enabled by default Zero downtime deployment with zero line stops
02

Set OEE & Maintenance Thresholds

Map critical machine vibration tolerances, takt times, and SAP PM maintenance escalation rules.

Pre-trained vibration models for 150+ motor types Custom shift and break calendar ingestion
03

Activate Autonomous Plant Orchestration

The swarm starts 24/7 telemetry monitoring, predicting machine downtime, and balancing lines.

Real-time OEE visibility on mobile and desktop Immediate alerts before catastrophic seizures
TRANSPARENT VALUE-BASED PLANS

Predictable Pricing That Scales with Your Plant Floor Cells

All plans include the full 9-agent autonomous swarm, secure bi-directional integrations, and 24/7 SLA.

SINGLE FACILITY

Plant Starter

For standalone manufacturing plants monitoring up to 25 critical CNC or assembly machines.

$1,499/mo
  • Up to 25 connected machines
  • Predictive Vibration & Thermal Modeling
  • SCADA & PLC Register Monitoring
  • OEE Real-Time Dashboards
  • Automated Shift Handoff Reports
  • Slack & Teams Pager Alerts
Deploy Plant Starter
ENTERPRISE CONGLOMERATE

Global Operations

For multi-plant multinational manufacturers requiring edge deployment and custom ML.

$6,999/mo
  • Unlimited connected machines & plants
  • On-Premise Air-Gapped Edge Cluster
  • Custom Vision Model Training Pipelines
  • Multi-Plant Cross-Benchmarking & ESG OEE
  • 99.99% Enterprise Uptime SLA
  • 24/7 Dedicated Plant Support Bridge
Contact Manufacturing Sales
FREQUENTLY ASKED QUESTIONS

Frequently Asked Questions on Manufacturing AI

Answers to common questions regarding enterprise deployment, hardware sensor compatibility, and autonomous safety guardrails.

No. Our system operates with strict physical safety separation. In standard configuration, all agent recommendations (like maintenance work orders or parameter tweaks) require human operator sign-off. If closed-loop PLC writeback is explicitly enabled, it operates within hardcoded safety interlocks.

We support all major industrial communication standards including OPC-UA, OPC-DA, Modbus TCP/IP, Profinet, EtherNet/IP (CIP), and MQTT Sparkplug B. Compatible with Siemens S7, Rockwell Allen-Bradley, Omron, Mitsubishi, and Schneider Modicon PLCs.

By ingesting raw high-frequency accelerometer sensor streams and computing Fast Fourier Transform (FFT) spectrums. The model isolates characteristic ball pass frequency inner race (BPFI) and outer race (BPFO) harmonics that indicate micro-spalling up to 3 weeks before physical seizure.

No. For high-security or air-gapped industrial facilities, RhinoAgents can be deployed entirely on-premise on local edge computing nodes (NVIDIA Jetson, Advantech, or industrial rack servers) with zero outbound internet connectivity.

Our computer vision sub-agent interfaces directly with line triggers and high-speed strobe cameras, capturing parts moving at up to 2 meters per second. Micro-models perform sub-millimeter edge detection and surface defect classification in under 15 milliseconds.

Yes. The Work Order Replenisher sub-agent connects to SAP via certified BAPI and OData interfaces. When a machine fault is predicted, it automatically creates a maintenance notification, drafts a work order, and checks tool crib stock for replacement components.

ELIMINATE UNPLANNED DOWNTIME

Ready to Modernize Your Plant Floor with Autonomous AI?

Join leading industrial manufacturing operations that achieve 94.8% OEE and eliminate catastrophic shutdowns with RhinoAgents.

SOC2 Type II Certified 1-Day Setup via Native Connectors 30-Day Money-Back ROI Guarantee