EDGE · CLOUD · OPS INTEL · AI AGENTS

Operations Intelligence
for Asset-Intensive Industries

Your equipment generates millions of data points. TwinEdge turns them into autonomous decisions — from sensor to action, edge to cloud.

Sentinel Monitoring

Sentinel Watchdog monitoring all assets. System healthy.

PHASE
1/6

INDUSTRIAL ASSETS

Real-time Equipment Monitoring

UNIT-001
RUNNING
VIB0.12 IPS
TEMP148°F
FLOW875 GPM
EFF88.0%
UNIT-002
RUNNING
VIB0.12 IPS
TEMP148°F
FLOW875 GPM
EFF88.0%
UNIT-003
RUNNING
VIB0.12 IPS
TEMP148°F
FLOW875 GPM
EFF88.0%
COMMON HEADERSTORAGE TANK72%TOTAL FLOW2625 GPM

EDGE PROCESSING

TwinEdge Device - Real-time ML Inference

TWINEDGE-001
MONITORING
DATA IN
ML ENGINE
ALERTS
ANOMALY
8%
RUL
45d
CONFIDENCE
95%
OPC UAMQTTREST

ML PREDICTIONS

STANDBY
REMAINING USEFUL LIFE45days
CRITICALHEALTHY
ANOMALY PROBABILITY8%
VIBRATION TREND (IPS)
RECOMMENDATION

No action required. System operating normally.

MODEL CONFIDENCE95%

OPS INTEL

STANDBY

No active work orders

Work orders will appear when anomalies are detected

0:000%0:32
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Select Your Industry

One Platform. Four Pillars. Complete Coverage.

Edge analytics that never stop. Cloud intelligence that scales. Operations Intelligence that acts. AI agents that learn.

Edge Intelligence

  • Real-time physics models and ML inference at the source
  • Works offline. Acts in milliseconds
  • 100% autonomous operation — never stops
☁️

Cloud Analytics

  • Enterprise-wide analytics and cross-site benchmarking
  • Historical intelligence and BI dashboards
  • AutoML pipeline for custom models
🧠

Operations Intelligence

  • AI agents that predict failures and prioritize work
  • Autonomous work orders from physics models
  • Full maintenance management built in
🤖

AI Agents

  • Specialized agents working 24/7
  • Detect → Diagnose → Plan → Act → Learn
  • Human-in-the-loop with full audit trail
🔍

The Result

73% Fewer Inspections

When edge telemetry feeds physics models that score equipment condition 24/7, most scheduled inspections become unnecessary. Only dispatch technicians when sensors detect something they can't diagnose remotely.

REPLACES SCADA HISTORIAN + ANALYTICS TOOL + CMMS + BI TOOL + MANUAL TRIAGE — ONE PLATFORM

SECTION 01

Where Data is Born

Industrial data starts as electrical signals—current, voltage, discrete states. No meaning. No context. Just physics.

PUMP_001 • ONLINE
     ┌─────────────┐
     │             │
     │    PUMP     │◄── Temperature Sensor
     │     ⚙       │◄── Pressure Sensor
     │             │◄── Vibration Monitor
     │             │◄── Flow Meter
     └──────┬──────┘
            │
       [MOTOR]
     RUN/STOP
Temperature
PT100 RTD
Pressure
0-100 PSI
Vibration
Accelerometer
Flow
Mag Flow

Raw Electrical Signals

Temperature
4-20mA
Pressure
4-20mA
Vibration
vibration
Flow
0-10V
Run/Stop
discrete

Physical Layer Protocols

4-20mAAnalog current loop • Immune to voltage drops
HARTHybrid protocol • Digital over 4-20mA
Modbus RTUSerial protocol • Simple but no semantics
SECTION 02

The Translation Problem

Raw signals need meaning, units, context, and quality.

BUSINESS SYSTEMS
Meaning
Units
Context
Quality
═══ OPC UA SEMANTIC LAYER ═══
PROTOCOL CHAOS
HART
4-20mA + Digital
Modbus
TCPRTU
Serial
RS-232RS-485
Analog
4-20mA0-10V
RAW SENSOR DATA
(No meaning, no context, no quality)

Data Transformation Journey

Watch how a raw sensor reading transforms into actionable business data as it travels up the protocol stack:

Raw mA Reading
12.412.4 mA
Scaled to Range
12.4 mA52.5%
Engineering Units
52.5%52.5 GPM
OPC UA Node
52.5 GPMPump_001.FlowRate
Final Output
Pump_001.FlowRate = 52.5 GPM [Quality: Good]Timestamp: 2024-01-15T14:32:18.456Z
SECTION 03

Intelligence at the Edge

Process locally. Operate offline. Connect when ready.

TWINEDGE
ALARM
WARN
OK
PUMP_001
RUN
Flow:52.5 GPM
Pressure:45.2 PSI
Temp:142 °F ⚠️
Vibration:0.12 IPS
📡 CONNECTED • OPC UA Server Active
Input Ports
4-20mA
IN x8
MODBUS
TCP/RTU
HART
Enabled
DISCRETE
I/O x16
OPC UA SERVER
Internal Network
LOCAL ALARM I/O
Physical Indicators

Key Capabilities

🔌

Multi-Protocol Input

4-20mA, Modbus, HART, Serial, Discrete I/O all in one device

🖥️

Local HMI

Touchscreen for local operation without network access

🔊

Physical Alarms

Audible and visual indicators directly on device

📡

OPC UA Server

Semantic data available on segregated network

📴

Offline Operation

Full functionality without cloud connectivity

☁️

Cloud Sync

When connected, streams to analytics platform

SECTION 04

Data in Motion

Secure by design. OT/IT segregation. Cloud-optional architecture.

OPERATIONAL TECHNOLOGY (OT)
TwinEdge #001
Pump Station A
TwinEdge #002
Pump Station B
TwinEdge #003
Treatment Plant
OPC UA/MQTT
🔒DMZ / FIREWALL🔒
Cloud Gateway
Secure data aggregation
INFORMATION TECHNOLOGY (IT)
🛡️

Network Segregation

OT and IT networks physically separated. No direct path from internet to industrial equipment.

📴

Cloud Optional

Full edge functionality without internet. Cloud sync is additive, not required.

🔐

Zero Trust

Encrypted connections, certificate-based auth, and audit logging at every layer.

SECTION 05

Where Data Becomes Decisions

All your data sources. One unified truth.

📡
TwinEdge Devices
Real-time edge telemetry
🏭
SCADA Historian
Historical process data
🔗
External APIs
Weather, pricing, grid data
📝
Manual Entry
Operator logs, inspections
🎯

Analytics Platform

Unified data processing engine

💾DATA LAKE
Time-series DB
TelemetryDB
Event Correlation
Real-time
ML Models
ONNX
Anomaly DetectionPredictive MaintenanceEnergy OptimizationPerformance TrendingCustom KPIs
https://app.twinedgeai.com/dashboard
Asset Health
98.2%
↑ 2.1%
Active Devices
47
of 48 online
Open Alerts
3
2 high priority
Avg Efficiency
84.7%
Last 24h
Asset Efficiency Trend
Recent Events
High temp alert
Maintenance done
Model deployed
SECTION 06

Physics Analytics Across Industries

Real performance analysis, not just dashboards. One platform, four flagship asset classes.

PUMP PERFORMANCE ANALYSIS

LIVE
HEAD(ft)FLOW (GPM)2001601208040020040060080010001200MANUFACTURER CURVEBEP ZONECURRENT OPERATINGPOINT
Efficiency
84.2%
BEP Deviation
+2.1%
Power
45.2 kW
Status
Optimal
📈

Real-Time Curve Plotting

Operating points plotted against manufacturer curves in real-time. See exactly where your pump is running.

🎯

BEP Tracking

Continuous monitoring of Best Efficiency Point deviation. Know instantly when efficiency drops.

Energy Optimization

Calculate power consumption and identify energy savings opportunities automatically.

SECTION 07

From Insight to Action

Close the loop. Alarms, acknowledgments, work orders.

1
🔍

Anomaly Detected

  • Efficiency drop
  • Vibration spike
  • Temperature rise
2
🔔

Alert Raised

  • Dashboard notification
  • SMS/Email alert
  • Physical alarm
3
👷

Operator Response

  • Acknowledge
  • Snooze + note
  • Escalate
4
📋

Work Order

  • Auto-generated
  • Asset linked
  • Ops Intel synced
OPERATOR ACTION
📋WORK ORDER CREATED
MEDIUM PRIORITY
WO-2024-1847
Pump Efficiency Degradation
Asset:PUMP-001 (Raw Influent Pump #1)
Condition:Operating 12.3% below BEP
Recommended:Check impeller wear, verify alignment
Sync to:
EARLY ADOPTER PROGRAM

Full Platform Access, Free for 6 Months

Be one of the first 20 operations teams to deploy Operations Intelligence. Dedicated database from day one. No credit card required.

“These people actually understand what we deal with every day.”

Built by engineers, for engineers. No generic “digital transformation” marketing speak.

10+
Industrial Protocols
100%
Offline Capable
<5min
Setup Time
24/7
Edge Processing