Connect operational data
Integrate asset, meter, work-order, billing, SCADA, sustainability, or facilities data with consistent identifiers and refresh rules.
Identify which assets and regions require action using geospatial risk scoring, demand pressure, source confidence, and portfolio context.
Loading energy portfolio data and geospatial layers...
Energy portfolios often combine asset registries, demand indicators, maintenance records, geographic exposure, and source systems with different update schedules. This demonstration shows how those inputs can be normalized into one review workflow without hiding uncertainty or replacing engineering judgment.
Teams can narrow the portfolio by region and risk, inspect an individual asset, record an operational response, review data provenance, and prepare an export for the next decision-maker. The interface is a representative workflow; production implementations are configured around each organization's assets, thresholds, governance rules, and reporting requirements.
Integrate asset, meter, work-order, billing, SCADA, sustainability, or facilities data with consistent identifiers and refresh rules.
Translate business and engineering criteria into documented thresholds, confidence labels, exception handling, and review queues.
Route findings into reports, GIS layers, action registers, APIs, or existing enterprise systems with the context needed for follow-through.
Implementation stack
We choose the stack around the job: browser maps for decision surfaces, spatial databases for reliable data, Python and GIS libraries for analysis, and annotation tools when imagery needs reviewer-ready labels.
QGIS
GIS Software
ESRI ArcGIS
GIS Platform
PostgreSQL
Database
PostGIS
Spatial Database
AWS
Cloud Platform
Google Cloud
Cloud Platform
DuckDB
Analytics Database
OpenAI
AI Platform
Claude AI
AI Assistant
CVAT
Annotation Tool
Python
Programming
React
Frontend
Node.js
Backend
Docker
Containerization
Kubernetes
Orchestration
Azure
Cloud Platform
TensorFlow
Machine Learning
Pandas
Data Analysis
NumPy
Scientific Computing
Jupyter
Data Science
Git
Version Control
Linux
Operating System
Ubuntu
Operating System
Mapbox
Mapping Platform
Leaflet
Web Mapping
Fastapi
API Framework
GeoPandas
Geospatial Analysis
GDAL
Geospatial Library