AI NetOps: How AI and Machine Learning Transform Network Operations

AI is changing network operations (NetOps) from static automation into adaptive, data-driven systems that can summarize incidents, retrieve knowledge, and guide remediation with human oversight. In this talk, Phil Gervasi breaks down what "AI for NetOps" really means in practice, including the difference between classical ML and large language models (LLMs), why data pipelines matter more than model tuning, and how patterns like RAG (retrieval augmented generation), text-to-SQL, and agentic workflows turn raw telemetry into decisions. Topics covered: • Why AI is different from traditional network automation • Practical NetOps use cases: incident triage + summarization, knowledge retrieval, automation assistance, and AI-guided traffic analysis • The data foundation: ingest, process, store, serve (and why data engineering is the hard part) • How RAG works: embeddings + vector databases + grounded answers • Text-to-SQL: natural language analytics without memorizing query syntax • Agentic workflows: coordinating tools (traceroute, telemetry, KB) with guardrails • Challenges: hallucinations, evaluation, privacy, real-time data, and compute cost • Build vs buy: when to build in-house vs adopt a trusted platform, and why hybrid often wins ─── RELATED RESOURCES ─── 📊 More on Kentik AI and AI for network operations: - How AI Transforms Network Chaos to Clarity: https://youtu.be/oc2XB3cvbA0 - Agentic Network Operations: ServiceNow + Kentik: https://youtu.be/JpxV2qlsKGQ - How to Troubleshoot BGP Faster with Kentik AI Advisor: https://youtu.be/bgoe0Md-epk - AI-Assisted Network Monitoring: Real or Hype?: https://youtu.be/Xnyg0W23jR4 - Troubleshooting SD-WAN with Kentik Journeys AI: https://youtu.be/C8FRqjxmWGw 📊 Related Kentik tutorials: - Kentik Data Explorer Tutorial: https://youtu.be/qYZcwEkiVUM - How to Analyze Network Traffic Costs: https://youtu.be/zxaO5vihQd8 🔗 Explore Kentik's AI solutions for NetOps: - Kentik AI (Solutions): https://www.kentik.com/solutions/kentik-ai/ - Kentik AI Advisor: https://www.kentik.com/product/ai-advisor/ - Kentik Cause Analysis: https://www.kentik.com/resources/cause-analysis/ - Kentik Network Intelligence Platform: https://www.kentik.com/product/kentik-platform/ - Kentik AI Documentation: https://kb.kentik.com/docs/kentik-ai - Kentipedia: https://www.kentik.com/kentipedia/ ─── ABOUT KENTIK ─── Kentik is the network intelligence platform for modern infrastructure teams. Kentik provides network observability, DDoS protection, cloud cost optimization, BGP monitoring, and AI-powered network analytics for enterprise, cloud, and service provider networks. 🔗 Start a free trial: https://www.kentik.com/go/get-started/ 🔗 Subscribe: https://www.youtube.com/@KentikHQ?sub_confirmation=1 #NetOps #AIOps #NetworkObservability #NetworkIntelligence #LLM #RAG #AINetOps #Kentik CHAPTERS: 0:00 What Is AI for NetOps? Static Automation vs Adaptive Systems 0:35 Why Modern Networks Need AI: Cloud, Edge, and Hybrid Complexity 1:14 Classical Machine Learning for Networking: Capacity Planning, Anomaly Detection, Baselining 1:59 How AI Is Applied in NetOps: Incident Triage and Summarization 2:54 Building the AI Data Pipeline: Ingest, Process, Store, Serve 3:46 How RAG Works: Retrieval Augmented Generation for Grounded Answers 5:01 Agentic Workflows: When LLMs Coordinate Tools Instead of Just Responding 6:02 Build vs. Buy: Should You Develop Your Own AI or Adopt a Vendor Solution? 6:39 How AI Empowers Engineers Instead of Replacing Them 6:57 The Future: Adaptive Networks That Learn and Optimize in Real Time 7:23 Creating the Intelligent Networks of Tomorrow