Nature study discovers data drift and its impact on AI performance
Recent research published in Nature highlights how AI models trained on unreliable or unverified data can produce inaccurate predictions, undermining their effectiveness. While this study focuses on medical imaging, the issue of data drift—the gradual decline in AI performance due to poor-quality data—applies just as much to energy management.
AI might have a place in enhancing energy monitoring and optimisation. Still, if AI models rely on flawed, outdated, or AI-generated data, errors can accumulate – leading to miscalculations in energy usage patterns, inefficient resource allocation, or even increased consumption. For AI to truly support sustainable energy outcomes, businesses must ensure their energy data is reliable, validated, and traceable. Without this foundation, AI remains a powerful assistant but not a decision-maker when it comes to managing energy in the built environment.
Every organisation has financial accounting. Soon, every organisation will need energy accounting
No business would make a major investment based on incomplete financial information. Imagine running a...
The uncomfortable truth about energy strategy in Europe
There is a gap in the energy conversation that not many want to admit, because...
Energy price volatility is now a financial risk
Energy prices don’t just fluctuate anymore, they move in ways that are hard to predict...
Will your next upgrade cut demand, or create new risk?
We’ve all seen it: the ribbon is cut, the system goes live, the project wraps...
When the grid says no: why energy capacity is becoming a business risk
Electricity demand is rising faster than supply. Networks are struggling to cope, and for many...
The risk no one’s managing: why energy risk management is now a business priority
Every well-run organisation understands the importance of risk management. Identifying, avoiding, and mitigating risk is...
Why energy risk now sits on the CFO’s desk
Banks, investors, insurers, and regulators are no longer waiting for organisations to act voluntarily on...
Grid capacity is becoming a hidden blocker to net-zero
In the UK, more than £200 billion in energy projects are currently stuck in grid...
Ireland needs more flexible energy demand. But do organisations understand their demand well enough to provide it?
Ireland has published its first national Flexibility Needs Assessment. The CRU assessment looks at what...
You’re making million-euro decisions based on spreadsheets
Every serious financial decision your organisation makes gets put through the wringer. Budgets are audited....
What is energy accounting?
Most organisations would never approve a major financial investment using numbers that cannot be explained,...
Why organisations keep solving the wrong energy problem
Most energy strategies start with a solution already in mind. A heat pump. More electrical...