--- title: "AI Data Engineering for Energy & Critical Infrastructure - Grid Operations Data" description: "Connect SCADA, AMI, GIS, asset, weather, and work data into trusted grid operations pipelines for forecasting, outage response, and reporting." canonical: "https://www.clearfracture.ai/solutions/energy" --- Belvedere for Energy # Energy and Critical Infrastructure Data Integration Connect SCADA, AMI, GIS, OMS/ADMS, asset, weather, and market data into trusted operations pipelines for outage response, load forecasting, asset health, and regulatory reporting. BelvedereUtility Operations Data Orchestrating KnowledgeSCADA, AMI, GIS, OMS WorkflowMap, forecast, report ObservabilityOutages, assets, audit Grid Operations Data 6 sources SCADA AMI GIS OMS / ADMS Assets Weather Grid Signals Grid Ops View LiveOutages 6Systems Joined Operations Live Audit trail preserved ### Grid Operations Data Connect SCADA, AMI, GIS, OMS, ADMS, DERMS, asset, and weather data without replacing control-room systems. ### Load & Outage Forecasting Join usage, topology, weather, event, and asset data for forecasts operators and planners can explain. ### Asset Health & Field Work Connect telemetry, inspections, work orders, and asset records to understand equipment risk and response. ### Audit-Ready OT Data Preserve lineage, access controls, and change history for operational reporting and NERC CIP programs. The Challenge ## Utility operations depend on systems that describe the same grid in different ways. Belvedere connects them into trusted grid operations data. ### Assets, Meters, and Feeders Don't Match SCADA, AMI, GIS, OMS, ADMS, and asset systems often use different identifiers and topology assumptions. Belvedere reconciles the same device, meter, feeder, and location across systems. ### Forecasts Need More Than Meter Reads Load, outage, and restoration models need usage, weather, topology, asset condition, DER, and work history. Those inputs usually live in separate tools with different cadences. ### OT Data Has Change-Control Constraints Operational pipelines need lineage, access controls, approvals, and evidence for compliance programs. Manual extracts make those controls hard to prove. Grid, field, planning, and customer teams all work from different parts of the operational picture: SCADA telemetry, AMI reads, GIS topology, OMS tickets, ADMS state, DER data, asset records, weather, work orders, and market signals. The hard part is making those systems agree on meters, feeders, devices, locations, timestamps, and events when reliability decisions are time-sensitive. Belvedere™ is a configuration plane that sits above your existing utility systems. Its Knowledge Arm catalogs every source and preserves the operational context behind tags, meter reads, assets, topology, outages, forecasts, and work history. The Workflow Arm generates deterministic pipelines that publish trusted data products for outage response, load forecasting, asset health, grid planning, and regulatory reporting. When a substation device changes, a meter firmware update shifts a field, a GIS model is revised, or a new DER feed comes online, Belvedere detects the change, updates the configuration, and redeploys the affected pipelines with lineage and change history intact. Inside Belvedere ## Grid Operations in Action See how Belvedere connects SCADA, AMI, GIS, weather, and asset data into a trusted operations view for outage response, forecasting, asset health, and planning. app.clearfracture.ai/pipelines/grid-operations Live PipelinesGrid Operations PipelineUnsaved BuildSave as Template Lineage Source SCADA + AMI Feed Operational telemetry, meter reads, device status, alarms, and event data from grid systems. Source Weather + DER Forecasts Weather, demand, DER, and market signals joined to feeder and service-territory context. Source GIS + Asset Registry Topology, equipment metadata, meter-to-transformer relationships, inspections, and work history. Transform Map assets and topology Reconcile device, meter, feeder, transformer, location, and service-point identifiers across systems. Read Store Transform Build grid operations view Join telemetry, AMI, GIS, weather, OMS/ADMS, and asset records for outage, load, and asset-health analysis. Read Store Action Generate forecasts and reporting Publish governed datasets for load forecasting, outage response, reliability reporting, and compliance evidence. Read Store TRANSFORM Build Grid Operations View Connect SCADA, AMI, GIS, weather, OMS/ADMS, and asset data into an operations-ready grid view. DescriptionInputsOutputsHistory Belvedere connects operational telemetry, AMI reads, GIS topology, OMS/ADMS events, weather forecasts, asset records, and work history into a governed grid operations view. Each reading is linked to the asset, feeder, service point, location, timestamp, and source system that produced it. Operators can trace outage and load signals back to the contributing inputs, planners can understand which assumptions drove a forecast, and compliance teams can review lineage and change history for operational reports. Markdown supported. Type @ to link data sources. Ctrl+B bold. Ctrl+I italic. Read Sources SCADA + AMI FeedWeather + DER Forecasts Write Targets Grid Operations View Saved 9 nodesSCADAAudit trail active Zoom: 100%Last saved: 8:34 AM Belvedere AIOnline Which feeders are at outage risk? Belvedere joins feeder topology, AMI events, weather forecasts, asset condition, and recent outage history so operators can see the assumptions behind each risk signal. What if a substation vendor pushes new firmware? The Schema Agent detects format changes, maps new fields to the governed asset and event model, and proposes updates to the affected reporting and forecasting pipelines. Ask about this pipeline app.clearfracture.ai/pipelines/grid-operations Live Grid Operations PipelineUnsaved Source SCADA + AMI Feed Source Weather + DER Forecasts Source GIS + Asset Registry Transform Map assets and topology Reconcile device, meter, feeder, transformer, location, and service-point identifiers across systems. Transform Build grid operations view Join telemetry, AMI, GIS, weather, OMS/ADMS, and asset records for outage, load, and asset-health analysis. Transform Generate forecasts and reporting Publish governed datasets for load forecasting, outage response, reliability reporting, and compliance evidence. 9 nodesSCADAAudit trail active Belvedere AIOnline Which feeders are at outage risk? Belvedere joins feeder topology, AMI events, weather forecasts, asset condition, and recent outage history so operators can see the assumptions behind each risk signal. Ask about this pipeline How It Works ## From fragmented grid systems to trusted operations data Grid data spans SCADA, AMI, GIS, OMS/ADMS, DERMS, weather, asset, work, and market systems. Here’s how Belvedere turns that complexity into pipelines utility teams can trust. Step 01 ### Catalog every utility source Belvedere’s Knowledge Arm catalogs SCADA points, AMI reads, GIS records, OMS and ADMS events, asset records, weather feeds, DER data, work orders, and market inputs. Grid sources cataloged • owners mapped • context preserved Step 02 ### Map assets, topology, and events Belvedere builds a living knowledge base of what each tag, meter, feeder, transformer, switch, location, outage, and work order means. Conflicting identifiers and topology definitions are reconciled explicitly. Asset context • topology • definitions reconciled Step 03 ### Generate deterministic operations pipelines The Workflow Arm generates auditable pipeline code for outage analytics, load forecasting, asset health, planning, customer reliability reporting, and compliance evidence. Every transformation is explainable to operations and engineering teams. Outages • load • assets • regulatory reporting Step 04 ### Deploy to control rooms, cloud, or edge Pipelines run wherever grid operations happen: control-room environments, utility data centers, cloud, or edge infrastructure. Belvedere operates your tools on your behalf so sensitive operational data stays inside the boundary you define. Runs in place • OT-aware • boundary-controlled Step 05 ### Monitor, self-heal, and keep reporting current The Observability Arm watches every pipeline. When a device changes, a meter firmware update shifts a field, a GIS model is revised, or a compliance rule changes, Belvedere detects it, proposes or applies the fix, and preserves the audit trail. Drift detection • self-healing • complete lineage ## Ready to modernize your energy data operations? See how Belvedere connects grid, asset, weather, work, and customer data into trusted operations pipelines for reliability, forecasting, and reporting. [Request a Demo](/demo) [Contact Us](/contact) Related Industries ## Explore Other Industries [ ### Manufacturing Connect plant-floor, quality, maintenance, and ERP data into trusted operations pipelines. Learn more](/solutions/manufacturing) [ ### Healthcare Connect clinical, claims, lab, registry, and operational data into trusted health data products. Learn more](/solutions/healthcare) [ ### Financial Services Connect risk, market, finance, customer, and compliance data into auditable reporting pipelines. Learn more](/solutions/financial) [ ### Defense Multi-INT fusion and mission-ready pipelines for cloud, on-prem, or air-gapped environments. Learn more](/solutions/defense) --- Source: [https://www.clearfracture.ai/solutions/energy](https://www.clearfracture.ai/solutions/energy)