Question: Do you know of a tool that uses machine learning to analyze network data and identify anomalies before they become incidents?

If you need a tool that uses machine learning to scrutinize network data and spot problems before they become incidents, Edge Delta is a top contender. This automated observability platform is designed to monitor services, spot anomalies, and help you figure out what's wrong with AI-assisted analysis of petabytes of data. It includes AI/ML anomaly detection, automated real-time insights, assisted troubleshooting and petabyte-scale log search. Edge Delta is also SOC 2 Type 2 Certified and a 2023 Gartner Cool Vendor in Monitoring and Observability, so it's a good choice for teams that want automated observability without a lot of setup or a complicated query language.

Another contender is ExtraHop, which offers real-time threat detection and response with network visibility and AI. It offers Network Detection and Response (NDR) to find cyber threats and vulnerabilities across all assets and Network Performance Monitoring (NPM) to find network and application problems. With cloud-scale machine learning and real-time detection and response, ExtraHop offers a flexible platform that can be self-hosted or cloud-delivered and integrates with industry-leading tools like EDR, SD-WAN and SOAR/SIEM.

If you want a broad security and observability solution, Splunk is worth a look. Splunk uses AI to refine detection, investigation and response, with modernized threat detection and full-stack observability with OpenTelemetry-native support. It offers a single source of truth and shared tooling, helping you get to the bottom of problems faster and respond better to security threats. Splunk is geared for large and complex organizations with flexible and predictable pricing that maps to specific workload types.

And then there's Darktrace, an end-to-end cybersecurity solution that uses Self-Learning AI to detect and respond to in-progress cyber attacks in real-time. It offers real-time threat detection, contextual understanding, threat correlation, automated response and native visibility across clouds, devices, communications and applications. Darktrace is flexible and scalable, suitable for companies of all sizes, and helps protect against a broad range of security threats, improving cyber resilience and efficiency.