Under the Double Umbrella: Reliability AI Projects

Management

Organizations are hastily adopting AI into their operating processes to increase efficiency, raise profits, and stay competitive. Among the hustle & bustle, the effective management of the AI projects is neglected, and teams are left to figure out retroactively how a completed AI project fits into the Business’s long-term goals. AI Project Management gets challenging when executed under Double Umbrella conditions. It means that there are two overarching & overlapping goals driving a team. This management case is true when AI projects are undertaken by Reliability Programs.

Does the new ‘Reliability AI Project’ follow ‘Reliability Program’ or ‘Organization AI Program’ for guidance?

Organization AI Program is a company-wide initiative taken to improve the performance of business areas where AI can add value. On the other hand, Reliability Programs are specific initiatives taken to improve the reliability of the equipment (Availability, Cost) or service (Efficiency, Production output, Serviceability).

Reliability AI Projects are formed when a need in the reliability program is identified as a use case for AI. It sits at the intersection of the Reliability Program and Organization AI Program and takes directives from both these programs for guidance. This overlap, resembling a double umbrella, shows that the goals must be aligned to avoid conflict in resources, timelines, or tools used. Extending the analogy: If the project stays in the middle, holding the shaft, it stays sheltered. If it veers off, then it might get drenched.

There are consequences when this balance is not obtained. When a Reliability AI Project does not adhere to the IT protocols, security features, data formats, and tool compatibility as defined by the Organization AI program it creates a silo where its value stays alone and dries up quickly. The opposite case of blanketing AI for all the equipment without considering individual reliability leads to squandering. A Reliability AI Project designed with both the program goals as guardrails will lead to quicker ROI realization and set up the solution to scale up across the organization. Owtrun follows this framework in offering Predictive Maintenance solutions. Get started on your Reliability AI Project here.

Not all organizations have an Organizational AI Program where the management advocates individual sites to use AI. Removing the arrow does not affect the diagram above. Reliability AI Projects follow Reliability Program which follows Business Goals. Some companies have innovative frontline teams planting the seed for change from the bottom up, which can blossom and cover other divisions.