# TwinEdge AI
> TwinEdge is a physics-grounded industrial operating layer. TwinEdge Platform coordinates industrial data, digital twins, governed AI agents, maintenance, field work, and evidence. TwinEdge OS runs protocol access, storage, analytics, and AI locally at the edge.

Canonical site: https://twinedgeai.com
What is TwinEdge: https://twinedgeai.com/about/what-is-twinedge
Product registry: https://twinedgeai.com/product-registry.json
Integration catalog: https://twinedgeai.com/integrations.json
Claims and boundaries: https://twinedgeai.com/resources/claims-and-boundaries
Enterprise pricing: https://twinedgeai.com/pricing
Contact: https://twinedgeai.com/contact

## Product architecture
- TwinEdge Platform — Industrial AI and digital twin software for DataOps, governed agents, predictive maintenance, AssetOps, field work, and compliance evidence. https://twinedgeai.com/platform
- TwinEdge OS — Industrial edge computing software for OPC UA, Modbus, MQTT, offline storage, local ONNX inference, dashboards, alerts, and governed cloud sync. https://twinedgeai.com/products/twinedge-os
- TwinEdge Field — Offline mobile maintenance software for work orders, dispatch, guided equipment screening, safety gates, field evidence, and AssetOps synchronization. https://twinedgeai.com/products/field

TwinEdge Platform is the cloud and hybrid coordination layer. TwinEdge OS is the local edge runtime. TwinEdge Field is the offline-capable mobile execution and diagnostic evidence layer. AssetOps, Agentic Analytics, DataOps Workbench, digital twins, Field, and vertical operating modules run within or connect to this architecture.

## Primary search intents (canonical URLs)
- CMMS / asset management software → https://twinedgeai.com/products/assetops-eam (support: https://twinedgeai.com/solutions/cmms-asset-management, https://twinedgeai.com/platform/ops-intel, https://twinedgeai.com/resources/comparisons/twinedge-vs-ibm-maximo)
- predictive maintenance software → https://twinedgeai.com/solutions/predictive-maintenance (support: https://twinedgeai.com/platform/insights/predictive, https://twinedgeai.com/products/assetops-eam, https://twinedgeai.com/products/agentic-analytics)
- industrial AI agents → https://twinedgeai.com/products/agentic-analytics (support: https://twinedgeai.com/platform/governance, https://twinedgeai.com/platform/api-mcp)
- industrial DataOps / unified namespace → https://twinedgeai.com/products/dataops-workbench (support: https://twinedgeai.com/resources/comparisons/twinedge-vs-highbyte, https://twinedgeai.com/resources/integrations)
- industrial edge OS → https://twinedgeai.com/products/twinedge-os (support: https://twinedgeai.com/platform/edge/os, https://twinedgeai.com/solutions/edge-to-cloud, https://twinedgeai.com/solutions/remote-monitoring)
- water / wastewater digital twin → https://twinedgeai.com/products/digital-twin-water-wastewater (support: https://twinedgeai.com/solutions/digital-twin, https://twinedgeai.com/use-cases/water-wastewater, https://twinedgeai.com/use-cases/pump-stations)
- mobile field maintenance → https://twinedgeai.com/products/field (support: https://twinedgeai.com/products/field/mobile-equipment-diagnostics, https://twinedgeai.com/resources/comparisons/twinedge-field-vs-servicenow-field-service-management)
- industrial energy optimization → https://twinedgeai.com/solutions/energy-optimization (support: https://twinedgeai.com/platform/insights/energy)
- condition-based maintenance → https://twinedgeai.com/solutions/condition-based-maintenance (support: https://twinedgeai.com/solutions/predictive-maintenance, https://twinedgeai.com/products/assetops-eam)
- free OPC UA client → https://twinedgeai.com/products/opc-client (support: https://twinedgeai.com/platform/tools/opcua-webclient, https://twinedgeai.com/downloads)

## Core platform products
- TwinEdge AssetOps — Physics-grounded CMMS and EAM software connecting asset records, live condition, predictive maintenance, work orders, inventory, GIS, and field evidence. https://twinedgeai.com/products/assetops-eam
- TwinEdge Agentic Analytics — Governed industrial AI agents that explain risk, draft work, validate plans, route human approval, and preserve evidence from physics twins and OT data. https://twinedgeai.com/products/agentic-analytics
- TwinEdge DataOps Workbench — Industrial DataOps software for OPC UA, MQTT Sparkplug, unified namespace, contextualization, governed REST and MCP data products, and digital twins. https://twinedgeai.com/products/dataops-workbench
- TwinEdge Digital Twin for Water and Wastewater — Physics-based digital twin software for pump stations, lift stations, treatment plants, networks, chemical dosing, water quality, and field response. https://twinedgeai.com/products/digital-twin-water-wastewater
- TwinEdge Field — Offline mobile maintenance software for work orders, dispatch, guided equipment screening, safety gates, field evidence, and AssetOps synchronization. https://twinedgeai.com/products/field
- TwinEdge Field Mobile Equipment Diagnostics — Capture guided equipment sound, phone vibration, camera, and OCR evidence with quality gates, AI screening, offline sync, human review, and work follow-up. https://twinedgeai.com/products/field/mobile-equipment-diagnostics

## Operating modules
- TwinEdge Water OS — Water utility operations software connecting treatment, distribution, quality, maintenance, field work, compliance, and governed AI recommendations. https://twinedgeai.com/products/water-os
- TwinEdge Wastewater OS — Wastewater operations software for collection systems, lift stations, treatment, SSO risk, compliance, maintenance, field work, and evidence. https://twinedgeai.com/products/wastewater-os
- TwinEdge Chemical OS — Chemical management and dosing optimization software for inventory, residuals, safety data, reorder planning, recommendations, and compliance evidence. https://twinedgeai.com/products/chemical-os
- TwinEdge Water Loss OS — Non-revenue water software for DMA monitoring, water balance, minimum night flow, leakage indicators, investigations, and repair prioritization. https://twinedgeai.com/products/water-loss-os
- TwinEdge Water Quality and Regulatory — Water quality and compliance software for sampling, chain of custody, QA/QC, limits, exceedances, regulatory deadlines, signoff, and reporting. https://twinedgeai.com/products/water-quality-regulatory
- TwinEdge Capital Planning — Asset capital planning software for replacement plans, risk and condition priorities, funding scenarios, projects, reports, and auditable decisions. https://twinedgeai.com/products/capital-planning
- TwinEdge Sustainability and ESG — Industrial sustainability software for energy, emissions, Scope 1, 2, and 3 records, reduction targets, disclosures, scenarios, and audit evidence. https://twinedgeai.com/products/sustainability-esg
- TwinEdge Facility OS — Facility operations software connecting equipment, energy, comfort, maintenance work, field evidence, policy, and portfolio reporting. https://twinedgeai.com/products/facility-os

## Solutions
- TwinEdge CMMS and Asset Management — Condition-aware CMMS and asset management software connecting live equipment data, predictive maintenance, governed work drafts, parts, and field evidence. https://twinedgeai.com/solutions/cmms-asset-management
- TwinEdge Predictive Maintenance — Predictive maintenance software combining live condition, physics models, anomaly detection, remaining useful life, evidence, and approved work handoff. https://twinedgeai.com/solutions/predictive-maintenance
- TwinEdge Condition-Based Maintenance — Condition-based maintenance software that turns sensor health, operating envelopes, physics evidence, and failure risk into reviewable maintenance work. https://twinedgeai.com/solutions/condition-based-maintenance
- TwinEdge Energy Optimization — Find energy waste on pumps, blowers, chillers, and compressors with physics-based efficiency context, explainable recommendations, and reviewed work handoff. https://twinedgeai.com/solutions/energy-optimization
- TwinEdge Remote Monitoring — Remote industrial monitoring with edge-first collection, offline buffering, local alerts, and governed cloud sync for distributed asset-intensive sites. https://twinedgeai.com/solutions/remote-monitoring
- TwinEdge Regulatory Compliance — Connect limits, samples, approvals, signatures, and audit evidence to the operating record for regulated industrial and utility teams. https://twinedgeai.com/solutions/regulatory-compliance
- TwinEdge Edge-to-Cloud Architecture — Hybrid industrial architecture with TwinEdge OS at the edge and TwinEdge Platform in the cloud for DataOps, twins, agents, AssetOps, and evidence. https://twinedgeai.com/solutions/edge-to-cloud
- TwinEdge Digital Twin Solutions — Physics-based digital twin software for industrial assets and processes with live telemetry, what-if context, and maintenance handoff. https://twinedgeai.com/solutions/digital-twin
- TwinEdge Wastewater Digital Twin — Physics-based wastewater digital twin software for lift stations, collection, treatment process context, SSO risk, and maintenance handoff. https://twinedgeai.com/solutions/digital-twin/wastewater
- TwinEdge Manufacturing Digital Twin — Manufacturing digital twin software connecting process and asset physics, live telemetry, predictive maintenance, and governed work handoff. https://twinedgeai.com/solutions/digital-twin/manufacturing
- TwinEdge Commercial Building Digital Twin — Digital twin software for commercial buildings and campuses: chillers, HVAC plant, energy waste, condition-based maintenance, and facility work. https://twinedgeai.com/solutions/digital-twin/commercial-building
- TwinEdge Operations Intelligence — Physics-grounded operations intelligence for connected assets, predictive maintenance, GIS, reliability, work planning, evidence, and field execution. https://twinedgeai.com/platform/ops-intel

## Use cases
- TwinEdge Water and Wastewater Use Cases — Water and wastewater use cases for digital twins, lift stations, treatment ops, CMMS, compliance evidence, and governed AI recommendations. https://twinedgeai.com/use-cases/water-wastewater
- TwinEdge Pump Station Use Cases — Pump station monitoring, physics-based condition, energy waste detection, predictive maintenance, and mobile field execution for utilities and plants. https://twinedgeai.com/use-cases/pump-stations
- TwinEdge Manufacturing Use Cases — Manufacturing use cases for industrial DataOps, predictive maintenance, energy waste, governed AI agents, and CMMS handoff on production assets. https://twinedgeai.com/use-cases/manufacturing
- TwinEdge HVAC and Chiller Use Cases — HVAC and chiller plant use cases for efficiency monitoring, condition-based maintenance, remote monitoring, and facility CMMS workflows. https://twinedgeai.com/use-cases/hvac

## Comparisons
- TwinEdge DataOps vs HighByte Intelligence Hub — Compare TwinEdge DataOps Workbench and HighByte Intelligence Hub for Industrial DataOps, unified namespace, MCP, governance, and AI-ready context. https://twinedgeai.com/resources/comparisons/twinedge-vs-highbyte
- TwinEdge AssetOps vs IBM Maximo Application Suite — Compare TwinEdge AssetOps EAM and IBM Maximo for asset management, maintenance, reliability, field work, inventory, industrial data, and governed AI. https://twinedgeai.com/resources/comparisons/twinedge-vs-ibm-maximo
- TwinEdge Field vs ServiceNow Field Service Management — Compare TwinEdge Field and ServiceNow FSM for offline mobile work, dispatch, routes, industrial diagnostics, evidence, AI, and commercial model. https://twinedgeai.com/resources/comparisons/twinedge-field-vs-servicenow-field-service-management
- TwinEdge AssetOps vs MaintainX — Compare TwinEdge AssetOps and MaintainX for CMMS, mobile maintenance, OT condition context, physics twins, and governed industrial AI. https://twinedgeai.com/resources/comparisons/twinedge-vs-maintainx
- TwinEdge AssetOps vs Fiix by Rockwell Automation — Compare TwinEdge AssetOps and Fiix for CMMS, AI-assisted maintenance, industrial edge context, physics twins, and brownfield OT fit. https://twinedgeai.com/resources/comparisons/twinedge-vs-fiix

## Free and developer tools
- TwinEdge OPC UA Client — Free OPC UA client for browsing server namespaces, reading node values, and monitoring subscriptions on Windows and macOS. https://twinedgeai.com/products/opc-client
- TwinEdge OPC UA WebClient — Free browser-based OPC UA client for browsing address spaces, reading and monitoring values, writing approved nodes, and calling server methods. https://twinedgeai.com/platform/tools/opcua-webclient
- TwinEdge Debugger Suite — OPC UA debugging software for packet inspection, security and certificate diagnostics, performance profiling, and integration troubleshooting. https://twinedgeai.com/products/debugger-suite
- TwinEdge Simulation Server — OPC UA simulation software for custom address spaces, historical data, alarm scenarios, load testing, and industrial integration development. https://twinedgeai.com/products/simulation-server

## Commercial model
- Enterprise industrial software, not consumer self-serve packaging as the primary model.
- Published entry from USD 1000 per month (typically billed annually) for a focused activation.
- Final quotes depend on deployment topology, integrations, compute, modules, support, and rollout — not seats, tags, or plant taxes.
- Pricing page: https://twinedgeai.com/pricing

## Technical resources
- Product documentation: https://twinedgeai.com/resources/docs
- Field mobile equipment diagnostics guide: https://twinedgeai.com/resources/docs/field-mobile-equipment-diagnostics
- Protocols and connectors: https://twinedgeai.com/resources/protocols
- Integrations: https://twinedgeai.com/resources/integrations
- Machine-readable integrations: https://twinedgeai.com/integrations.json
- Glossary: https://twinedgeai.com/resources/glossary
- Proof and benchmarks: https://twinedgeai.com/resources/proof
- Claims and boundaries: https://twinedgeai.com/resources/claims-and-boundaries
- What is TwinEdge: https://twinedgeai.com/about/what-is-twinedge
- API and MCP: https://twinedgeai.com/resources/api
- Security: https://twinedgeai.com/platform/security
- Governance: https://twinedgeai.com/platform/governance

## Safety and claim boundaries
- TwinEdge agents are recommendation-first and read-only by default.
- Operational handoffs use human approval unless a separately governed customer policy permits more.
- Modeled outcomes are labeled as modeled and are not customer case studies.
- Deployment-specific protocol, hardware, integration, performance, and regulatory claims must be confirmed for the customer environment.
- TwinEdge Field mobile diagnostics provide structured maintenance screening and auditable evidence; they do not claim certified scientific measurement, final root-cause confirmation, or equipment safety clearance.
- Safety PLC and SIS remain authoritative.