Grid complexity: The electricity grid is nearing capacity limits. Distributed generation, storage and fluctuating demand call for forecasting and balancing — where AI can help if safety, transparency and human oversight are built in.
Data overload: Sensor, consumption and market data grow fast. Without sound data governance and responsible model use, patterns, risks and improvement opportunities stay underused.
ESG reporting pressure: CSRD, EU Taxonomy and value-chain information require standardised, auditable sustainability data. Manual spreadsheet chains do not scale.
Safety & compliance: AI in critical infrastructure sits under EU AI Act high-risk expectations and NIS2 cybersecurity duties — two tracks that must be designed together.