Best AI Observability Tools for Shoreline

Grafana Labs delivers the leading AI-powered observability platform, built around Grafana—the most widely adopted open source technology for dashboards and visualization. Recognized as a Leader in the 2025 Gartner® Magic Quadrant™ for Observability Platforms, Grafana Labs supports more than 25 million users and thousands of organizations worldwide, from startups to Fortune 500 enterprises. Grafana Cloud is the open observability cloud, designed to help engineering teams observe everything and solve anything. Built on open source, open standards, and open ecosystems, it unifies metrics, logs, traces, and profiles in a single platform for full-stack visibility across applications, infrastructure, and digital experiences. At the core is the open-source LGTM stack: Grafana for dashboards and visualization, Mimir for metrics, Loki for logs, and Tempo for distributed tracing. Native OpenTelemetry and Prometheus support allow teams to ingest telemetry from virtually any environment, while hundreds of integrations connect existing tools and data sources without costly rip-and-replace migrations. Grafana Cloud combines powerful analytics with AI-driven observability. Grafana Assistant helps engineers investigate issues, explore telemetry, and troubleshoot faster. Adaptive Telemetry identifies the data that matters most and aggregates the rest, helping organizations reduce telemetry costs while preserving valuable insights . With solutions for Kubernetes monitoring, application observability, digital experience monitoring, incident response, synthetic monitoring, and performance testing, Grafana Cloud delivers a complete observability platform that scales with your business.

Around 25 million engineers work across dozens of distinct functions. Engineers are using New Relic as every company is becoming a software company to gather real-time insight and trending data on the performance of their software. This allows them to be more resilient and provide exceptional customer experiences. New Relic is the only platform that offers an all-in one solution. New Relic offers customers a secure cloud for all metrics and events, powerful full-stack analytics tools, and simple, transparent pricing based on usage. New Relic also has curated the largest open source ecosystem in the industry, making it simple for engineers to get started using observability.

Palo Alto Networks Cortex XCOR is an AI-powered observability platform that provides monitoring, troubleshooting, and operational intelligence across applications, infrastructure, and end-user experiences. The platform collects and analyzes logs, metrics, traces, and events to provide visibility into distributed systems and cloud-native environments. Its XCOR Operator provides a conversational interface that enables engineers to query system data, investigate performance issues, configure alerts, and create dashboards using natural language. AI Investigations automatically correlates telemetry signals and system dependencies to identify probable root causes and reduce incident resolution times. Operational Fabric maintains contextual information about system topology, historical incidents, user behavior, and operational knowledge to support AI-driven investigations. Application observability capabilities include automated service discovery, dependency mapping, service-level objective monitoring, and distributed tracing. Real user monitoring and synthetic monitoring help teams evaluate application responsiveness, browser performance, and potential issues affecting digital experiences. The platform's Optimization Engine identifies low-value telemetry and applies filtering, sampling, and aggregation rules to reduce unnecessary data storage costs. Cortex XCOR supports OpenTelemetry-based data collection, scalable infrastructure monitoring, and consumption budgets for controlling observability spending across enterprise environments.