
Why Predictive Maintenance Pilots Rarely Make It to the Factory Floor
The model is rarely the problem. Almost half of maintenance AI ideas are hard to deliver at scale because of what has to happen between the alert and the repair.
Choose your industry and function. You see real use cases from the MetroMinds Library, each with its risk score, benchmark ranges based on real-world implementations, and what changes for the people involved.
The full Library groups 4,980 use cases into 83 labels, from document intelligence to multi-agent collaboration. The atlas shows how often each label appears per industry, with its average value and feasibility scores.
Showing 7 public AI use cases for Energy & Utilities, out of 333 in the full MetroMinds Library.
Every use case in the Library describes one concrete piece of work: who does it, what the AI does, and where a person stays in charge. Each one is linked to a business capability, scored on value, feasibility and risk, and comes with benchmark ranges for the benefits it can bring.
The Library holds 4,980 use cases across 13 industries and 12 AI domains. 100 of them are public here. The full Library, with portfolio scoring and business cases, is available in the MetroMinds platform.
A range such as "handling time reduction 15% to 30%" comes from comparable real-world implementations. Your own result depends on your volumes, your data and how widely people adopt the solution. Use the AI savings calculator to put your own numbers next to the range.

The model is rarely the problem. Almost half of maintenance AI ideas are hard to deliver at scale because of what has to happen between the alert and the repair.

Go-live is where AI risk changes shape. Library data shows which kinds of AI are hardest to observe, and what a practical monitoring routine looks like.

In 96 percent of AI use cases the AI prepares and a person decides. That makes the human in the loop a role that HR has to design, staff and support.
In a demo we show every use case for your industry, scored for your organisation and ready to add to a portfolio.