TotalEnergies: Global Machine Learning Demand Prediction
Deploying cloud MLOps on Azure Databricks to predict global energy demand across 130 countries, replacing legacy bottlenecks with live intelligence.
Predictive Intelligence & Utility Systems
Predictive energy networks.
Resilient utility platforms.
Trusted by global energy producers, municipal utilities, and research centres
Operational Pressures
Why off-the-shelf software breaks under energy & utility demands
Energy and utility operators run high-stakes, 24/7 environments. Generic enterprise platforms struggle with the colossal volume of sensor time-series data, unpredictable consumption peaks, and strict statutory regulatory standards.
Razor builds bespoke, zero-failure systems. Whether engineering cloud-native Databricks pipelines to predict global demand patterns or modernising consumer-facing billing portals, we turn legacy friction into reliable commercial execution.
Zero-Downtime Resilience
Architected for high-concurrency peak usage, disaster recovery, and continuous data ingestion.
Auditable MLOps Pipelines
Transparent machine learning workflows that provide full lineage, governance, and explainability.
Demonstrated Impact
130 Countries
Energy demand predicted with Azure Databricks MLOps for TotalEnergies.
1.3M+ Consumers
Supported by South Staffs Water's resilient digital self-service tap.
Sub-Metered
Factory telemetry visualised live to eliminate peak industrial energy waste.
99.9% Uptime
Continuous digital availability across mission-critical utility infrastructure.
Engineered Capabilities
How we solve energy & utility challenges
Cloud-scale data engineering, applied machine learning, and human-centred portal design built for complex, regulated utility ecosystems.
Predictive MLOps & Demand Forecasting
Transform fragmented historical telemetry and consumption logs into automated machine-learning models that forecast energy usage across distributed territories.
Proven in Practice: TotalEnergies: Global MLOps pipeline on Azure Databricks forecasting consumption patterns across 130 countries.
High-Volume Consumer & Business Portals
Replace clunky legacy billing engines with intuitive, self-service portals designed for WCAG-compliant accessibility, live meter tracking, and automated payments.
Proven in Practice: South Staffs Water: Digital customer tap serving over 1.3 million water consumers with continuous resilience.
Sub-Metering Telemetry & Energy Dashboards
Hook edge meters and facility PLCs directly into unified real-time dashboards to spotlight energy anomalies, carbon footprints, and idle-state power waste.
Proven in Practice: AMRC Energy: Sub-metering telemetry transforming obscure power consumption into actionable facility intelligence.
Industrial Grid & Decarbonisation Analytics
Unify sensor data from heavy industry, substations, and microgrids to de-risk equipment maintenance and support data-backed net-zero transition roadmaps.
Proven in Practice: Industrial Decarbonisation: Combining edge sensor telemetry with cloud analytics to verify genuine efficiency gains.
Case Studies
Proven energy systems in production
Explore how we partnered with global energy leaders and water utilities to unlock actionable intelligence and enhance consumer service.
South Staffs Water: Turning on the Digital Tap
Architecting a scalable, self-service digital portal for 1.3+ million water utility consumers, modernising billing, meter submissions, and service requests.
AMRC: Revolutionising Energy Management with Interactive Dashboards
Connecting factory sub-metering sensors to interactive visual dashboards, giving facility managers instant visibility over power spikes and equipment load.
Proven outcomes in energy & utilities
Real feedback from leaders who partnered with Razor to modernise utility workflows and data architectures.
Ben Morgan
CEO, Advanced Manufacturing Research Centre (AMRC)
"When the CEO rings me and says, 'We thought we could do it 20 times quicker but have worked out a way to process it 4,000 times quicker' that's when you know you have partnered with the right team."
Enterprise Data Architect
Global Energy & Infrastructure Systems
"Razor bridged the divide between complex data engineering and operational reality. Moving our machine learning models into robust MLOps gave us rapid, dependable forecasts across volatile international markets."
AI Deployment Pathways
Scale Predictive Utility Capability with Targeted AI Delivery
Whether you need to unify disparate telemetry feeds, legacy billing databases, and grid SCADA records into a board-ready 12-month AI roadmap, or deploy an automated telemetry classification model in 30 days, Razor delivers measurable momentum.
Strategic Advisory
AI Activation
Strategic Discovery & 12-Month Roadmap
For energy, utility, and infrastructure executives looking to break down multi-system data silos, de-risk cloud data migration, and secure board alignment with a phased 12-month commercial roadmap grounded by an operational proof.
Explore AI Activation
30-Day Deployment
AI Fast-Track
Operational Quick Win Powered by DataQI
Target a specific high-friction operational workflow—like predictive maintenance on pumping stations, meter reading discrepancy detection, or consumer demand anomaly classification. We deploy DataQI to deliver measurable ROI in 30 days.
Explore AI Fast-Track
Your Next Move
Explore relevant energy insights
Turn utility data into a resilient operating advantage. Explore our case studies and engineering insights.
Start the Conversation
Ready to optimise your energy & utility infrastructure?
From global Databricks predictive demand models to high-concurrency customer portals, our engineers deliver software that stands up to critical demand.