TwinEdge product family
One physics-grounded operating layer, modular products for industrial action.
TwinEdge gives industrial and utility teams one governed path from source systems to physics-based asset and process context, agents, API/MCP products, edge resilience, AssetOps EAM and EOM, Water Quality and Regulatory, Chemical OS, self-service BI, reporting, field evidence, and industry operating products.
Implementation-backed facts
The AI-native product-family claim is grounded in platform objects, agent contracts, and governance controls.
DataOps surfaces
Sources, tags, models, pipelines, graph, standards, AI, APIs/MCP, catalog, edge fleet, and monitor.
AI context facets
Source, tag, graph, model, namespace, tool, product, recommendation, action, and trace context.
Agent skills
Draft, validate, explain, diff, test, and replay workflows bounded by approval gates.
Default writeback
Agent-generated changes stay dry-run, diffed, approval-required, audited, and replayable.
Deployment paths
Cloud, Collector, OT Bridge, and TwinEdge OS options support enterprise rollout constraints.
Shared model
The same physics-aware operational context feeds agents, REST APIs, MCP tools, BI, dashboards, reports, work, and evidence.
Physics-grounded operating layer
Products fit together because they share the same operational model.
TwinEdge puts AI inside the same operating model used by enterprise teams: source health, asset identity, physics model bindings, operating envelopes, approvals, work, field proof, API products, and replay history stay connected.
Data and edge layer
Connectors, collectors, OT Bridge, TwinEdge OS, protocol access, local telemetry, store-forward, inference, and cloud sync.
Context and twin layer
Asset models, semantic mappings, canonical graph, physics equations, operating envelopes, process context, digital twins, and standard profiles.
Agentic recommendation layer
Activation state, pack binding, physics anomaly context, readiness briefs, explainable recommendations, traces, and decision history.
BI and reporting layer
Self-service BI, dashboards, executive reports, regulatory packages, operational KPIs, disclosure support, and evidence-backed exports.
API and MCP layer
Tenant-scoped, audited, contract-tested REST products and read-only MCP tools for approved applications and copilots.
Execution layer
AssetOps EAM, Electronic O&M/EOM, Field, inspections, inventory, safety gates, mobile workflows, compliance evidence, and work handoff.
Governance layer
Credential redaction, source evidence, dry runs, approval gates, display-safe outputs, audit trails, and replay.
Platform in action
One platform story across several products, features, and operating modules.
The screenshots below are a curated path through TwinEdge: connect data, run the edge, bind context to a digital twin, govern agent recommendations, execute work in AssetOps, preserve quality evidence, and plan capital from the same operational record.
Connect source systems in DataOps
DataOps brings tags, sources, models, standards, packs, and governed pipelines into one workbench before any module or agent consumes the data.
Run the edge with TwinEdge OS
TwinEdge OS gives protocol-heavy sites a local runtime for collection, buffering, dashboards, adapters, inference, and cloud sync.
Attach data to a physics twin
Digital twin screens put pumps, plants, operating envelopes, process state, and what-if context around the same asset truth.
Let governed agents recommend
Agent Hub binds recommendations to sources, tools, approvals, traces, and replay so AI work stays inspectable and bounded.
Convert context into AssetOps work
AssetOps EAM/EOM carries recommendations into maintenance planning, inspections, safety context, inventory, and field evidence.
Preserve quality evidence
Water Quality and Regulatory keeps sample plans, QA/QC, chain of custody, exceedances, signoff, and reporting tied to operations.
Plan capital from the same record
Capital planning uses the operating record for replacement plans, portfolio priority, funding scenarios, and executive packages.
Connect
Bring industrial sources into the operating layer without a rip-and-replace program.
Context, Agents, and Analytics
Make industrial data physics-aware and AI-ready, then give teams governed agents, BI, reporting, and recommendations.
DataOps Workbench
Sources, tags, models, pipelines, namespace, graph, APIs, MCP, catalog, and monitor.
Agent Hub and Governed Agents
Sentinel, diagnostics, planner, capital, inventory, compliance, and knowledge agents grounded in physics context, approval, and replay.
Analytics Platform, BI, and Reporting
Physics-based insights, self-service BI, dashboards, fleet analytics, AutoML, reporting, and enterprise data access.
GIS & Spatial Intelligence
Operational spatial layer for assets, telemetry, work, compliance zones, field routes, capital plans, and network twins.
Digital Twin for Water and Wastewater
Physics-based pump station, lift station, treatment, network, chemical dosing, lab, engineering, and field context.
Execution
Close the loop from recommendations to work, field proof, and asset history.
AssetOps EAM
Physics-grounded enterprise asset management tied to telemetry, parts, safety, reliability, and field evidence.
Electronic O&M / EOM
Procedures, drawings, P&IDs, equipment manuals, training context, execution evidence, and compliance records.
Field
Mobile dispatch, offline work, scan, diagnostics, photos, measurements, closeout, and sync.
Integrations
Enterprise systems, GIS, BI, data lakes, APIs, MCP clients, and packaged connection patterns.
Specialized Operating Modules
Packaged workflows for utilities, facilities, compliance teams, and other asset-intensive operations.
Water OS
Treatment, distribution, quality, maintenance, field work, and compliance.
Wastewater OS
Collection, lift stations, treatment, compliance, maintenance, and event prevention.
Chemical OS
Dosing, residuals, chemical inventory, SDS, reorder, and compliance evidence.
Water Loss OS
Zones, meters, pressure, leakage indicators, investigation, and repair prioritization.
Facility OS
Equipment, energy, comfort, work orders, policy workflows, and portfolio reporting.
Planning, Compliance, and Reporting
Enterprise modules for planning, water quality, regulatory evidence, ESG, and executive reporting.
Capital Planning and Reports
Replacement plans, scenario modeling, capex/opex projections, funding, capital projects, SAMP, and executive reports.
Water Quality and Regulatory Reporting
Lab/LIMS operations, chain of custody, instruments, QA/QC, exceedances, regulatory calendar, DMR/CCR/LCR/TCR workflows, reports, and signoff.
Sustainability and ESG Reporting
Emission factors, asset energy profiles, Scope 1/2/3 events, targets, disclosures, board review, and reduction scenarios.
Enterprise starter paths
Start with one measurable workflow, then expand across the family without rebuilding context.
The brochure makes the adoption motion clear: prove a focused operational outcome first, then carry the same governed physics-aware model into twins, WaterOS, WastewaterOS, Chemical OS, Water Quality and Regulatory/LIMS, TwinEdge OS, AssetOps EAM/EOM, Field, API/MCP products, BI, and reporting.
Analytics Activation Pilot
Connect one source, map one asset class, activate one analytics pack, publish governed outputs, and prove one measurable outcome.
Water Twin Starter
Activate a focused twin for a pump station, lift station, treatment process, network zone, DMA, or chemical dosing process.
Water OS Starter
Create an operating layer for one utility tenant, one site, or one focused water utility workflow.
Wastewater OS Starter
Focus on lift station reliability, SSO prevention, collection intelligence, or treatment process visibility.
TwinEdge OS Analytics Kit
Deploy TwinEdge OS with protocol setup, store-forward, local dashboard, local inference option, cloud sync, and one analytics workflow.
AssetOps EAM and Field Starter
Connect enterprise asset hierarchy, physics-based condition, work orders, PM tasks, mobile execution, evidence capture, and recommendation handoff.
Chemical Optimization Starter
Connect chemical inventory, dosing, residuals, SDS and safety context, reorder recommendations, dose optimization, and compliance evidence.
Water Quality and Regulatory Starter
Connect sample schedules, field collection, custody, instrument records, LIMS-style result ingestion, QC review, exceedance workflows, and compliance reporting.
BI and Reporting Activation
Publish governed dashboards, self-service datasets, executive reports, regulatory packages, and evidence-backed operational metrics.
Business outcomes
Start with one source, one asset class, and one governed recommendation workflow.
Enterprise teams can evaluate TwinEdge in a focused scope, then expand into edge deployments, physics-based digital twins, API/MCP products, AssetOps EAM/EOM, Field, Chemical OS, Water Quality and Regulatory/LIMS, self-service BI, compliance evidence, reporting, and industry operating products as the operating model proves itself.