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Network Quality of Service
Network Quality of Service (NQoS). Endpoint and Edge AI solutions that improve the transparency, performance, and reliability of today’s diverse and complex IT and OT networks. Greater customer satisfaction at reduced cost.
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Overview
AI-enabled NQoS optimization delivered in real time.
MicroAI’s products and technologies provide the ability to dynamically manage network SLAs via the enablement of deep—real-time—observability of network performance across large volumes of endpoint devices and processes connected to the network.
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Machine Insight
Devices, machines, and processes connected to the network are transformed from opaque entities into assets that are fully transparent. This deep observability provides quicker insights into network health and performance.
Smart Connectivity
A comprehensive service orchestration platform that provides intelligent network device lifecycle management, live network performance impact assessments, real-time SIM activation/management, and improved customer experience.
Launchpad
A Kubernetes-based platform that combines intelligent workflows, predictive analytics, and visualization into a single platform. Launchpad provides rapid development, testing, and deployment of fully customized AI/ML capabilities for network operators and service providers.
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MicroAI AtomML
An embedded, self-correcting, semi-supervised learning engine that aggregates data from device and machine sensors to create a behavioral profile of the asset and then actively monitors for abnormal performance and cyber-security intrusions.
MicroAI AtomML +
An edge-based, agentless, machine learning platform for optimization of IT and OT asset Ecosystems. AtomML+ brings centralized intelligence to groups of devices and machines to deliver optimized performance, enhanced cyber-security, and reduced cost.
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Challenges
The year over year increase in connected devices and the data they produce has had a ripple effect on attaining and sustaining high levels of network performance. Network operators and service providers need new technologies to meet demands of networks that are increasingly large and diverse. Current hurdles to maximizing NQoS include:
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Performance issue identification
Weak signals are still a problem within many networks. Root-cause identification is often impeded by the inability to determine if an individual occurrence is caused by a problem with the connected device or the network. This leads to delayed mitigation and poor customer experience.
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Quantifying signal impact
Network operators have difficulty in quantifying the impact of suboptimal radio signals on the user experience. This lack of insight can lead to reactions that are too heavy or too light.
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Expensive/Inefficient data processing
Heavy reliance on cloud infrastructures creates high cost burdens, slows the transfer of critical data (latency), and exposes data to cyber-attack. A more local data processing approach is needed.
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The Solution
NQoS – Optimizing Networks for Today and Tomorrow
By imbedding and training AI models directly into critical network components and processes, MicroAI’s NQoS provides network operators, engineers, and business stakeholders with the real-time insights required to push network performance to levels of reliability, predictability, and sustainability.
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Real-Time Network Monitoring
Live data is leveraged from a variety of network devices, machines, and processes. MicroAI’s technology is agnostic to sensor values and types, creating a multi-variant model that utilizes AI inference analysis to generate a wide range of predictive analytics.
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Real-Time Impact Assessment
By monitoring and processing data related to physical radio signals received by the UE as well as user experience related inputs (ping, jitter, loss), operators can quickly determine the level of impact on user experience. This data will generate deeper insights into customer satisfaction, behavior, and loyalty.
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Visualization
Presentation of real-time network performance data via user-friendly, customizable, drag and drop dashboards. Data is customized to meet the specific requirements of various operational and business stakeholders.
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Reduced Dependance on Cloud Support
Processing of more data locally, at the endpoint or on the edge, significantly reduces the amount of data that must be transmitted and stored in the cloud. This approach reduces data handling costs and eliminates problems associated with data latency.
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Benefits
The Fully Optimized Network!
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- Ability to correct problems at first attempt reduces cost and improves resource utilization
- Ability to quickly determine issue impact on user experience
- Real-time analytics that predict future issues and behaviors
- Deeper insights into user perceptions and behaviors
- Significant reductions in data processing and storage costs
- Improved customer experience, brand loyalty, and NPS scores
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MicroAI Resources
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Products/Technology
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Industries
Get started with intelligent integration and automation.
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Telecom
Personalized AI for Telecom
Optimize. Innovate. Disrupt. MicroAI™ provides advanced embedded and edge intelligence to power next-generation telecom solutions. Optimize network performance, innovate new offerings, and create new revenue streams.
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Automotive
The Automotive Connectivity Paradox
Today’s vehicles are equipped with IoT-enabled devices and complex telematics networks that provide live tracking, remote start and stop, remote access, temperature control, and autonomous driving.
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Infrastructure
Around the globe, many infrastructure industries need advanced technologies that will meet evolving infrastructure demands.
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Financial
AI-enabled financial intelligence that transforms volumes of data into profitable insights. MicroAI™ brings a full suite of AI and Machine Learning (ML) solutions..
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