Network Latency & Root Cause Analyzer

A monitoring tool that detects network latency spikes, automatically gathers detailed diagnostic data (pings, traceroutes, device metrics), and uses LLM to analyze and suggest root causes. Target users: DevOps teams, network engineers, and self-hosted infrastructure operators who need faster troubleshooting.

Network observability is getting crowded at the APM layer (Datadog, New Relic), but automated root-cause analysis specifically for network-layer issues — latency spikes, routing anomalies, packet loss — remains underserved, and the explosion of self-hosted infrastructure driven by cloud cost retrenchment has created a real cohort of operators who don't have enterprise tooling budgets. The closest substitute is ThousandEyes, which is expensive and enterprise-oriented, leaving a genuine gap for something lighter that DevOps teams can actually afford. The $2k–10k/mo band is realistic if you land 20–100 seats at $100–200/mo, which is plausible for a tool that demonstrably cuts mean-time-to-resolution — engineers can quantify that value easily. The biggest risk is that the LLM-generated root cause suggestions turn out to be generic enough that experienced network engineers ignore them, reducing the tool to a slightly prettier dashboard and killing the core differentiation.