Supercharge Your LAN with Enhanced AI & ML

Table of Contents

1. Introduction
2. Challenges in Network Troubleshooting
3. Introducing AIML Solution for Network Management
4. The Role of Hayops in Simplifying Troubleshooting
5. Benefits of Hayops in Network Management
6. Hayops and the Cloud
7. Monitoring and Diagnostic Capabilities of Hayops
8. Implementing Dynamic Baselines for Better Analysis
9. Scalability and Resource Requirements
10. The Vision of Fortinet's AIOPS Solution

Introduction

In today's complex network environments, troubleshooting connectivity issues can be a daunting task. Network administrators often struggle to identify the root cause of problems, leading to extended downtime and frustrated users. However, with the advancements in Artificial Intelligence and Machine Learning, there is now a solution that can simplify network troubleshooting and enhance the overall user experience. Fortinet introduces the AIML solution, known as Hayops, designed to provide intelligent insights into network performance and improve overall network manageability.

Challenges in Network Troubleshooting

Network troubleshooting is a challenging task that requires expertise and time. Administrators often face difficulties in understanding user complaints, which are usually vague and lack specific details. Additionally, managing diverse network elements like wireless LAN, switches, and SD1 can be overwhelming, especially when switching between different solutions. This results in increased complexity and makes it hard for administrators to effectively troubleshoot issues.

Introducing AIML Solution for Network Management

Fortinet's AIML solution, Hayops, is built to address the challenges faced by network administrators. Hayops helps reduce the technical requirements and eliminates the need for level 3 engineers to resolve issues. With its advanced analytics capabilities, Hayops speeds up issue resolution and identifies the root cause quickly. By improving network reliability and availability, Hayops significantly enhances the user experience.

The Role of Hayops in Simplifying Troubleshooting

Hayops acts as a centralized platform that collects and analyzes crucial network data. It seamlessly integrates with the Fortinet infrastructure, including firewalls, switches, and access points, to Gather logs and generate insights. By leveraging the power of the 40-series Fabric REST API and performance API, Hayops dives deep into network logs and provides real-time analysis. It offers recommendations for troubleshooting and suggests tweaks to optimize network performance.

Benefits of Hayops in Network Management

The implementation of Hayops brings several benefits to network management. Firstly, it eliminates the need for highly specialized expertise, allowing administrators with varying levels of knowledge to troubleshoot issues effectively. Moreover, Hayops reduces resolution time, ensuring faster incident response and minimizing network downtime. By improving overall network reliability and availability, Hayops enhances the user experience and boosts productivity.

Hayops and the Cloud

Currently, Hayops is available as an on-premises solution through the 40-manager extension module. However, Fortinet is actively working on providing a cloud-Based solution for both 40-Gate and 40-LAN Cloud. This cloud compatibility will offer greater flexibility and scalability, enabling organizations to leverage Hayops' capabilities without the need for extensive hardware infrastructure.

Monitoring and Diagnostic Capabilities of Hayops

Hayops provides comprehensive monitoring and diagnostic capabilities. It establishes baselines across the network, allowing administrators to track and analyze network performance. By detecting anomalies and Patterns, Hayops enables administrators to predict issues in advance and proactively resolve them. It offers detailed insights into throughput, coverage, roaming, and SD1, empowering administrators to understand network behavior and take corrective actions.

Implementing Dynamic Baselines for Better Analysis

Hayops leverages dynamic baselines to provide accurate analysis. These baselines are adaptive and tailored to specific network environments, eliminating the need for static thresholds. By accounting for variations in network deployments and behaviors, Hayops ensures precise identification of issues and helps administrators make informed decisions. This dynamic approach enhances troubleshooting accuracy and reduces false positives.

Scalability and Resource Requirements

The scalability of Hayops depends on the number of devices, firewalls, access points, and volume of data feeds. The resource requirements are well-documented and can vary based on the Scale of the deployment. For smaller environments, Hayops can operate smoothly on virtual machines with moderate resource allocations. However, for larger networks, higher resource allocations, including RAM, are recommended.

The Vision of Fortinet's AIOPS Solution

Fortinet's vision for AIOPS is to transition from descriptive analytics to predictive and prescriptive analytics. While the Current implementation of Hayops focuses on monitoring, analysis, and troubleshooting, future releases aim to incorporate predictive capabilities. By analyzing historical data and identifying patterns, Hayops will proactively warn administrators about potential issues and prescribe corrective actions. The ultimate goal is to Create a self-healing network that continuously optimizes performance and user experience.

Highlights

• Fortinet introduces the AIML solution Hayops for network management.
• Hayops simplifies troubleshooting and enhances the user experience.
• Hayops reduces technical requirements and speeds up issue resolution.
• The integration of dynamic baselines improves troubleshooting accuracy.
• Fortinet is actively working on a cloud-based solution for Hayops.

FAQs

Q: Is Hayops available in the cloud or on-premises? A: Currently, Hayops is available as an on-premises solution through the 40-manager extension module. However, Fortinet is actively developing a cloud-based solution for both 40-Gate and 40-LAN Cloud.

Q: What are the resource requirements for implementing Hayops? A: The resource requirements for Hayops vary based on the scale of the deployment. Smaller environments can operate on virtual machines with moderate resource allocations, while larger networks may require higher resource allocations, including RAM.

Q: Does Hayops support capturing actual frames for analysis? A: As of now, Hayops does not support capturing actual frames (PCAP). However, it provides logs, statistics, and diagnostic information to effectively troubleshoot network issues.

Q: Can Hayops compare network baselines across different customers or verticals? A: Currently, Hayops does not compare network baselines across different customers due to the on-premises nature of the solution. However, Fortinet is exploring options for customer collaboration to enable baseline comparisons in the future.