FactoryOS / AI Operating Layer for Modern Manufacturing

Your factory already has the data. FactoryOS turns it into action.

FactoryOS connects to the systems, machines, and people that keep your plant running — then brings everything together to help your team see what matters, understand why it is happening, and act faster.

From signals to decisions. From decisions to action.
FactoryOS Synchronized Runtime
Live Telemetry Active
01Connected

Signals

PLC · SCADA · IoT

02Connected

Context

MES · CMMS · Quality

03AI Active

Investigate

AI Root-cause engine

04Connected

Action

Work orders · Dispatch

05AI Active

Verify

Closed-loop recovery

01 / Operational Fragility

Your plant should not wait for problems to become downtime.

Modern plants don't lack data — they suffer from disconnected silos. While signals, production numbers, and maintenance histories sit apart, critical equipment failures compound in silence.

SILO / 01
Signal layer

Machines generate signals

PLC telemetry, SCADA systems, temperature sensors, vibration feeds, and IoT devices emit continuous high-velocity signals.

SILO / 02
Output layer

Production systems generate data

MES pipelines, batch quality metrics, shift cycle times, and scrap rates track the heartbeat of output in isolated databases.

SILO / 03
Context layer

Maintenance teams have history

CMMS logs, past machine failures, recurring incident tickets, and tribal technician knowledge live in separate archives.

SILO / 04
Asset layer

Inventory sits somewhere else

ERP systems, spare parts catalogs, procurement schedules, and replacement lead times are disconnected from the shop floor.

Continuous Operational Awareness

FactoryOS connects these pieces and continuously looks for what needs attention.

When something changes, FactoryOS helps your team understand it and decide what to do next — before minor thermal drifts or vibration spikes degrade into catastrophic line stoppages.

✓ Cross-silo correlation✓ Machine context synthesis✓ Zero delayed handoffs
Connect your plant telemetry

02 / What FactoryOS Does

Four connected steps.
One accountable operating layer.

FactoryOS bridges the gap between passive plant monitoring and real-world shop-floor execution, keeping human operators informed and empowered at every milestone.

PILLAR / 01

See

Know what is happening across your plant.

Key Capabilities

  • Machine health & telemetry anomalies
  • Production performance & cycle times
  • Real-time quality & defect rates
  • Active maintenance & work-in-progress
  • Avoidable downtime tracking
All in one operational view.
PILLAR / 02

Understand

When something looks wrong, FactoryOS investigates.

Key Capabilities

  • Machine data & high-frequency sensor feeds
  • Historical incidents & failure recurrence patterns
  • Maintenance logs & component lifecycle data
  • Production schedules & batch dependencies
  • Institutional knowledge & technical SOPs
Root-cause intelligence with live context.
PILLAR / 03

Act

FactoryOS turns insight into the next step.

Key Capabilities

  • Check required replacement part in inventory
  • Find the right certified on-shift technician
  • Accurately estimate repair downtime window
  • Create or recommend prioritized work orders
  • Notify relevant operators & supervisors
Your team stays in control.
PILLAR / 04

Learn

After the action, FactoryOS follows what happens next.

Key Capabilities

  • Did the machine recover to normal tolerances?
  • Did line production return to scheduled throughput?
  • Did the failure symptom repeat within 30 days?
  • Was the resolution method documented in memory?
  • Are future preventive intervals recalibrated?
The operational loop stays connected.

03 / Zero-Disruption Integration

Works with what you already have.

FactoryOS does not ask you to replace your existing systems.

Connect the systems, protocols, and databases your teams already trust. FactoryOS sits on top as an intelligent operating layer, transforming passive records into unified plant action.

Telemetry Layer

Machines & Sensors

Real-time edge & line signals

PLCSCADAIndustrial IoTOPC-UAMQTTModbusCAN bus
Bi-directional sync supported
Execution Layer

Production Systems

Throughput & quality control

MESProduction DispatchQuality SystemsOEE TrackersBatch Control
Bi-directional sync supported
Asset Layer

Maintenance Platforms

Asset & repair governance

CMMSEnterprise EAMDigital Work OrdersMaintenance HistoryFailure Logs
Bi-directional sync supported
Enterprise Layer

Business Systems

Supply chain & parts

SAP / ERPOracleInventory WarehousesProcurement SystemsBOM Catalogs
Bi-directional sync supported
Ground-Truth Layer

Your Knowledge Corpus

Tribal & engineering truth

Standard Operating Procedures (SOPs)Equipment ManualsInspection ReportsCAD & Technical Schematics
Bi-directional sync supported

Your existing systems stay in place. FactoryOS connects the dots.

No rip-and-replace required. Deploy without halting line shifts or changing operator habits.

Review integration specs →

04 / AI Operating Engine

AI that works with your operation.

FactoryOS combines AI with your real operational data.

Rather than generic chatbots or black-box predictions, FactoryOS provides an auditable, evidence-grounded pipeline built specifically for physical plants and high-stakes machinery.

STAGE / 01

Detect

Spot emerging risk

Spot unusual machine behavior, thermal drifts, frequency changes, and emerging operational risks in real time.

Operational Trace

Motor 4B: High harmonic vibration +0.8 mm/s above baseline

STAGE / 02

Investigate

Connect context

Connect real-time signals with failure history, CMMS maintenance logs, production line dependencies, and technical documentation.

Operational Trace

Matched: Bearing fatigue pattern documented in SOP-8812 & Work Order #4102

STAGE / 03

Recommend

Evidence-backed steps

Suggest practical, actionable next steps with clear evidence, estimated downtime windows, and parts availability checks.

Operational Trace

Recommendation: Inspect drive-end bearing; Part #SKF-6205 in Stock (Shelf B-14)

STAGE / 04

Execute

Trigger through systems

Trigger approved work orders, dispatch certified technicians, and notify operations through existing CMMS and ERP systems.

Operational Trace

Work Order #5981 generated in SAP CMMS → Dispatched to Tech M. Rao

STAGE / 05

Verify

Confirm resolution

Continuously check post-action telemetry to verify whether the repair actually solved the underlying machine anomaly.

Operational Trace

Post-repair check: Harmonic vibration returned to nominal 0.12 mm/s (Passed)

05 / Connected Execution

One operational loop.

Detect → Understand → Decide → Act → Verify

No disconnected alerts. No endless dashboards. No searching across five systems to understand one problem. One connected operational loop.

Live Plant Console // INCIDENT #INC-7209 (CNC Station #04)
Status: Signal Triggered
PLC Telemetry10:14:02 AM

Thermal & Vibration Drift Detected

CNC Milling Station #04 spindle drive bearing temperature increased by +16.4°C with concurrent 2.8 kHz harmonic vibration elevation.

Evidence & Telemetry Snapshot

Source

Siemens S7-1500 PLC via OPC-UA

Threshold

Exceeded 78°C warning parameter (Recorded 84.6°C)

Risk Level

Medium — Spindle seizure risk within 4.2 operating hours

Continuous Closed-Loop Operations

Every action is traced to its origin signal, approved with human oversight, and verified in physical equipment.

Simulate for your plant

06 / Built for Plant Roles

Built for the people running the plant.

Every role has different questions, pressures, and timelines. FactoryOS aligns their actions with a shared, single source of operational truth.

For Plant Managers
Role / 01

See the issues that actually need attention — without digging through multiple systems.

  • Consolidated plant health cockpit across all active lines
  • Filtered signal priority separating urgent risks from noise
  • Daily operational briefing before shift handover
Outcome: Zero multi-system friction
For Maintenance Teams
Role / 02

Get the context behind an issue before going to the machine.

  • Complete failure history & past resolution records
  • Pre-checked parts availability in ERP inventory
  • Verified technician SOP guidelines on mobile handheld
Outcome: Contextual shop-floor repair
For Operations Teams
Role / 03

Understand how equipment problems affect production.

  • Live impact analysis connecting machine drift to line throughput
  • Adaptive batch scheduling and buffer reallocation
  • Minimization of unplanned changeover delays
Outcome: Protect throughput commitments
For Engineers
Role / 04

Investigate faster with data, history, documents, and AI in one place.

  • High-resolution telemetry graphs and correlation maps
  • Instant query over CAD drawings, OEM manuals, and SOPs
  • Cross-plant recurrence identification
Outcome: Rapid root-cause triage
For Leadership
Role / 05

Turn operational data into faster decisions, less disruption, and better visibility.

  • Measurable reduction in avoidable capital downtime
  • Audit-ready equipment governance and safety traceability
  • Higher Return on Assets (ROA) across multiple facilities
Outcome: Strategic operational control

07 / Operational Outcomes

The result: Measured plant performance.

Turn scattered industrial signals and fragmented spreadsheets into accountable plant momentum with measurable ROI.

01

Less reactive work

Move maintenance and engineering teams from fire-fighting emergencies to proactive, planned condition-based interventions.

02

Faster decisions

Consolidate telemetry, past work orders, and parts inventory into immediate, evidence-grounded operational choices.

03

Less avoidable downtime

Catch thermal drift, bearing fatigue, and process anomalies hours before they cascade into full production line halts.

04

Better use of maintenance teams

Dispatch certified technicians with exact context, spare part numbers, and documented SOP instructions before they walk the floor.

05

More visibility across the plant

Give plant managers and executive leadership unified real-time telemetry across machines, lines, and disparate facilities.

FactoryOSNow Onboarding Plants

The AI operating layer for modern manufacturing.

Connect your systems. Understand your operation. Act with confidence.

Talk with our industrial AI specialists about integrating FactoryOS with your PLCs, SCADA networks, CMMS, and MES platforms.

On-Prem, VPC, or Edge DeployableZero Model Training on Shop-Floor DataHuman Approval Before Machine Actions