The vision of predictive asset management has been impeded by the reality that existing AI solutions are not close enough to the machines, devices, and processes they are meant to optimize. MicroAI™ Edge-Native AI solutions are making predictive analytics the new reality.
The inability to generate timely, accurate, actionable, predictive analytics is a prohibitive limitation in fully optimizing the performance and security of IT and OT assets. Common problems include:
MicroAI’s AI/ML edge and endpoint solutions embed and train predictive algorithms directly into IT and OT device and machine endpoints. This personalized technology provides developers, operators, and engineers with the predictive analytics required to achieve higher levels of operational efficiency and OEE. A synopsis of how this works:
Data is leveraged from a variety of IT and OT devices and machines. MicroAI’s technology is agnostic to sensor values and types. It creates a multi-variant model that utilizes AI inference analysis to generate a wide range of predictive analytics.
MicroAI utilizes multidimensional behavioral algorithms to produce recursive analysis, training, and processing. This enables a continuous evolution of the Edge-native AI model that takes place directly at the endpoint or the edge.
Device and machine performance data is synthesized and analyzed locally—in real time. Sensitive data is also stored locally, minimizing the amount of data that is transferred to the cloud. Predictive analytics data latency is eliminated, and exposure of sensitive data reduced.
AI at the extreme edge provides deeper, more intimate, insights into asset health and performance that have not been available with traditional AI solutions. Asset optimization is achieved via predictive insights instead of assumptions.
Presentation of real-time asset performance data via user-friendly, customizable, drag and drop dashboards. Data is customized to meet the specific requirements of various operational and business stakeholders.
MicroAI’s Edge-native predictive analytics provides IT and OT operators with the intelligence to realize several next-level operational and business objectives.
