AI-Powered Equipment Intelligence

AI Agents working together
to Eliminate Unplanned Downtime

Move from reactive to predictive. Physics-informed AI agents detect anomalies, predict failures 24-72 hours in advance, diagnose root causes with document-grounded reasoning, and automatically generate work orders.

Multi-Agent AI
Physics + ML Hybrid
Document-Grounded RCA

app.metricsflow.ai/dashboard

MetricsFlow Dashboard

Built for critical industries

🛢️Oil & Gas
⚗️Petrochemicals
Energy & Utilities
🏭Chemical Processing
🛢️Oil & Gas
⚗️Petrochemicals
Energy & Utilities
🏭Chemical Processing
🛢️Oil & Gas
⚗️Petrochemicals
Energy & Utilities
🏭Chemical Processing

Measurable impact on your bottom line

Our customers see real results from day one with AI-powered equipment intelligence

+12%
0%

Downtime Reduction

Average across deployments

+18h
0-72h

Advance Warning

Physics-informed predictions

+5%
0%

Detection Precision

4-model ensemble voting

+$600K
0M

Annual Savings

Per enterprise client

Fast
0-6mo

Time to Value

vs 2+ years for competitors

AI Agent Architecture

Specialized AI Agents, One Intelligent System

Each agent is optimized for its task. Together, they deliver autonomous operational intelligence that competitors can't match.

89%
Precision

Anomaly Detection Agent

4-model ensemble intelligence

Multi-variate time-series analysis
24-72 hour early warnings
Feature contribution analysis
Ensemble voting (25/30/25/20%)
RUL
Forecasting

Predictive Maintenance Agent

Physics-informed RUL prediction

Remaining Useful Life estimation
Weibull distribution modeling
Cost-aware optimization
Optimal maintenance windows
RAG
Enhanced

Root Cause Analysis Agent

Document-grounded diagnostics

Multi-factor root cause ID
Historical failure pattern matching
Evidence-based hypotheses
Confidence-scored diagnostics
SOP
Retrieval

Action Recommendation Agent

Context-aware maintenance planning

Priority & urgency calculation
Spare parts recommendations
Safety procedure retrieval
Cost-benefit estimation
Vector
Search

Knowledge Management Agent

RAG engine for your documentation

PDF/manual ingestion & indexing
Equipment-specific retrieval
Multi-hop reasoning
Citation-backed answers
Ask
Anything

Conversation Agent

"Ask AI" natural language interface

Natural language queries
Multi-turn conversation
Trend & diagnostic questions
Proactive suggestions

How Agents Work Together

Real-time coordination through our intelligent orchestration layer

OrchestratorAnomalyDetectionRULPredictionRootCauseAnalysisActionPlanningKnowledgeEngineConversation

Agents coordinate through event-driven workflows

Platform Tour

See AI agents in action through a single pane of glass

app.metricsflow.ai
Plant Overview
Features

Everything you need for autonomous operations

AI that understands your equipment, your documentation, and your business.

Real-time Health Monitoring

Composite health scores from 50+ parameters. Fleet-wide benchmarking identifies underperformers instantly.

< 1s latency

Ensemble Anomaly Detection

Statistical (25%), Isolation Forest (30%), LSTM (25%), Autoencoder (20%) vote together for 89% precision.

4 models

Physics + ML Hybrid

Weibull distributions and bearing defect frequencies (BPFO, BPFI, BSF) inform our ML models. Works with just 3-6 months of data.

Physics-informed

Document-Grounded RCA

Root causes are traced to your SOPs, manuals, and failure mode databases. Every diagnosis includes citations.

RAG-powered

Failure Prediction (RUL)

Weibull survival analysis + Cox proportional hazards + RNN regression predict remaining useful life with confidence intervals.

24-72h warning

Ask AI Assistant

"Why is compressor C-2 running hot?" Get instant, cited answers. Multi-turn conversations with context retention.

Natural language
Under the Hood

Enterprise-grade agent infrastructure

Built for scale: from a single asset to thousands. Secure, reliable, and continuously learning.

99.9%
Uptime SLA

Data Integration

Connect any industrial data source

OPC-UA, Modbus, MQTT protocols
OSIsoft PI & AVEVA connectors
Edge gateway deployment
Real-time streaming ingestion
Multi
AI Agents

Agent Orchestration

Multi-agent coordination layer

Sequential & parallel workflows
Event-driven triggers
Human-in-loop approval gates
Automatic fallback & retry
Vector
Search

Knowledge Engine (RAG)

Your documentation, AI-searchable

PDF/manual semantic indexing
Equipment-specific retrieval
pgvector + hybrid re-ranking
Multi-hop reasoning
CMMS
Integrated

Workflow Automation

Detection to action, automated

Auto work order generation
SAP PM, Maximo, Fiix sync
Approval workflows
Spare parts ordering
SOC 2 Compliant
Real-time Processing
Auto-scaling
End-to-End Automation

From Detection to Resolution, Automated

What takes hours of manual investigation now happens in minutes. Human-in-loop for critical decisions, fully autonomous for routine tasks.

1

Anomaly Detected

4-model ensemble detects deviation 24-72h before failure

2

Root Cause Identified

Bayesian inference + RAG grounds diagnosis in your SOPs

3

Action Recommended

Prioritized steps with spare parts and safety procedures

4

Work Order Created

Auto-generated in SAP PM, Maximo, or your CMMS

Cost-Aware Optimization

Our agents understand that a false negative (missed failure) costs $100K+ while a false positive (unnecessary alert) costs ~$1K. Detection thresholds are tuned accordingly for maximum business impact.

Integrations

Connect your existing systems

MetricsFlow integrates seamlessly with your existing industrial data infrastructure. No rip-and-replace required.

One-click connection setup
Bi-directional data sync
Custom connector support
Enterprise SSO integration
POPULAR
AP

AVEVA PI

AVEVA PI System

Historian
POPULAR
SAP

SAP PM

SAP Plant Maintenance

ERP
AWS

AWS IoT Core

Amazon Web Services

Cloud
AZ

Azure IoT Hub

Microsoft Azure

Cloud
NEW
OPC

OPC UA Server

Universal Architecture

Protocol
POPULAR
OSI

OSIsoft PI

Process Information

Historian

50+

Integrations

< 5min

Setup time

99.9%

Uptime SLA

24/7

Support

Get Started Today

Ready for autonomous operations intelligence?

Join enterprises using MetricsFlow's multi-agent AI system to predict failures 24-72 hours ahead, diagnose root causes with document-grounded reasoning, and automate work order creation.

Free 14-day trial
No credit card required
Enterprise-grade security