# NudgeBee > NudgeBee is an open source, self-hosted agentic AI platform for day-2 cloud operations. Four AI assistants — AI-SRE, AI-FinOps, AI-K8s Ops, and CloudOps — run on one shared backend and are delivered through a single assistant, Nubi. NudgeBee investigates incidents to an evidence-cited root cause, cuts cloud and Kubernetes cost with the exact fix attached, and automates day-2 operations behind a human approval gate. NudgeBee runs inside the customer's own Kubernetes cluster and connects to AWS, Azure, and GCP. Key principles: - **Investigate, not execute:** the AI runs read-only diagnostics freely; every create, update, or delete is classified and gated behind explicit human approval. - **Bring your own model (no lock-in):** works across major LLM providers (AWS Bedrock, OpenAI, Azure OpenAI, Google AI/Gemini, Vertex AI, SageMaker, HuggingFace, Anthropic) and on-device embeddings. - **Data stays in your cluster:** metrics, logs, and traces are queried in place through your existing observability stack. Zero telemetry, no phone-home. - **Knowledge-graph correlation:** a live topology graph drives causal incident correlation — separating root cause from symptom — not just time-window grouping. - **Multi-cloud parity:** AWS, Azure, GCP, and Kubernetes in one data model and one recommendation taxonomy. - **Durable automation:** no-code, crash-safe runbooks triggered by chat, alert, or schedule, with auto-pilot remediation behind guardrails. - **White-labelable and SOC2 certified.** Self-hosted (VPC) or Cloud SaaS. ## Product - [Home](https://nudgebee.com/): Platform overview — the four AI assistants and the Agentic Automation Builder. - [Pricing](https://nudgebee.com/pricing): Scope-based pricing. Pick AI-SRE, AI-FinOps, or both; self-hosted or Cloud SaaS; bring your own model; free tier. - [Book a Demo](https://nudgebee.com/demo): Live product walkthrough of AI-powered incident management, cloud cost optimization, and workflow automation. - [Contact](https://nudgebee.com/contact): Reach the NudgeBee team for demos, pricing, partnerships, or support (contact@nudgebee.com). ## Case studies - [Case studies overview](https://nudgebee.com/case-studies): Customer outcomes across AI-SRE, AI-FinOps, and AI-K8s Ops. - [E-commerce incident automation](https://nudgebee.com/case-studies/ecommerce-incident-automation): A top-10 e-commerce platform ended $180K/hr outages and resolved 61% of incidents without human intervention. - [Fintech cloud cost](https://nudgebee.com/case-studies/fintech-cloud-cost): A payments platform cut cloud spend 34% and recovered $2.4M in waste across 8 AWS accounts with no FinOps headcount. - [Healthcare enterprise cloud savings](https://nudgebee.com/case-studies/healthcare-enterprise): A healthcare enterprise saved $1.2M annually and reduced cloud waste 40% with zero additional headcount. - [SaaS Kubernetes optimization](https://nudgebee.com/case-studies/saas-kubernetes-optimization): A B2B SaaS company rightsized 200+ Kubernetes clusters, saved $1.2M/year, and cut cluster management from 3 days to 15 minutes per month. ## Blog: incident response, SRE & MTTR - [What Is Root Cause Analysis in Engineering? Complete RCA Guide](https://nudgebee.com/resources/blog/root-cause-analysis-in-engineering) - [7 Best AI Tools for Root Cause Analysis in 2026](https://nudgebee.com/resources/blog/ai-tools-for-root-cause-analysis) - [AI Alert Investigation: How AI Speeds Up Incident Response](https://nudgebee.com/resources/blog/ai-alert-investigation) - [Automated Incident Management: Benefits, Workflows & Examples](https://nudgebee.com/resources/blog/automated-incident-management) - [7 Best Automated Incident Response Tools in 2026](https://nudgebee.com/resources/blog/7-best-automated-incident-response-tools-in-2026) - [Best AI SRE Tools for Reducing MTTR](https://nudgebee.com/resources/blog/best-ai-sre-tools-for-reducing-mttr) - [Top 5 AI SRE Tools in 2026](https://nudgebee.com/resources/blog/best-sre-platforms-2025) - [7 Best AI Tools for Reliability Engineers in 2026](https://nudgebee.com/resources/blog/best-ai-tools-for-reliability-engineers) - [Top 7 Incident Management Software for Enterprise in 2026](https://nudgebee.com/resources/blog/best-incident-management-software-for-enterprise-in-2026) - [7 Best Practices for Incident Management in Large Enterprises](https://nudgebee.com/resources/blog/best-practices-for-incident-management-in-large-enterprises) - [Incident Management vs Problem Management: What's the Difference?](https://nudgebee.com/resources/blog/incident-management-vs-problem-management) - [How to Reduce MTTR for Higher Reliability](https://nudgebee.com/resources/blog/how-to-reduce-mttr-proven-strategies-for-faster-recovery-and-higher-reliability) - [What Is MTTR: ROI of Reducing MTTR Using Automated Response Systems](https://nudgebee.com/resources/blog/what-is-mttr-roi-of-reducing-mttr) - [7 Proven Ways to Reduce Incident Response Time in 2026](https://nudgebee.com/resources/blog/ways-to-reduce-incident-response-time) - [7 Best Tools for Faster DevOps Incident Recovery (Compared)](https://nudgebee.com/resources/blog/tools-for-faster-devops-incident-recovery) - [8 Best Open-Source Incident Investigation Tools for DevOps Teams](https://nudgebee.com/resources/blog/open-source-incident-investigation-tools-for-devops) - [SRE Reliability & Observability Explained: Metrics, Logs & Traces](https://nudgebee.com/resources/blog/sre-reliability-and-observability) - [How AI Helps Improve Code Reliability in Modern Software Engineering](https://nudgebee.com/resources/blog/how-ai-helps-with-code-reliability) ## Blog: FinOps & cloud cost - [AI FinOps Agents: 9 Best Tools Compared (2026)](https://nudgebee.com/resources/blog/ai-finops-agents) - [Top Cloud Automation Tools to Streamline Cloud Optimization in 2026](https://nudgebee.com/resources/blog/top-cloud-automation-tools-to-streamline-cloud-optimization-in-2025) ## Blog: Kubernetes troubleshooting - [How to Fix Kubernetes 502 Bad Gateway Error (Complete Guide)](https://nudgebee.com/resources/blog/fix-kubernetes-502-bad-gateway-error) - [Exit Code 137 Kubernetes: Causes & Fix (OOMKilled Pods)](https://nudgebee.com/resources/blog/fixing-exit-code-137-pod-termination-kubernetes) - [Readiness Probe Failed in Kubernetes: How to Fix It](https://nudgebee.com/resources/blog/readiness-probe-failed-in-kubernetes) - [Kubernetes Node Not Ready? How to Fix It Fast](https://nudgebee.com/resources/blog/troubleshoot-kubernetes-node-not-ready-error) ## Blog: AI architecture & engineering - [KG vs RAG: Why SRE Teams Need Both](https://nudgebee.com/resources/blog/kg-vs-rag) - [Knowledge Graphs vs Vector Databases for Enterprise AI](https://nudgebee.com/resources/blog/the-quiet-defeat-of-vector-databases) - [Enterprise Context Layer: The Hidden Cost of Scaling AI](https://nudgebee.com/resources/blog/the-enterprise-context-layer) - [Build vs Buy in AIOps: 10 Reasons DIY AI Agents Fail](https://nudgebee.com/resources/blog/the-building-trap-in-aiops) - [7 Best AIOps Platforms for Startups and Enterprises in 2026](https://nudgebee.com/resources/blog/best-aiops-platforms-for-startups-and-enterprises-in-2025) - [CLI vs MCP: What We Use Where, and Why](https://nudgebee.com/resources/blog/cli-vs-mcp-at-nudgebee) - [Building LLM Applications: RAG, Agents & Tool Calling](https://nudgebee.com/resources/blog/building-llm-applications) - [Anatomy of an LLM Request: Prefill, Decode, Latency & Cost](https://nudgebee.com/resources/blog/anatomy-of-an-llm-request) - [LLM Serving Cheat Sheet: GPUs, vLLM Flags & Cost Levers](https://nudgebee.com/resources/blog/llm-serving-cheat-sheet) - [The Future of DevOps: AI, Automation & Platform Engineering](https://nudgebee.com/resources/blog/future-of-devops-in-2026-and-beyond) ## Blog: comparisons & alternatives - [NudgeBee vs PagerDuty AIOps: Which Platform Is Better?](https://nudgebee.com/resources/blog/nudgebee-vs-pagerduty-aiops) - [7 Best PagerDuty Competitors and Alternatives in 2026](https://nudgebee.com/resources/blog/pagerduty-competitors-and-alternatives) - [7 Best Resolve AI Alternatives for SRE Teams in 2026](https://nudgebee.com/resources/blog/resolve-ai-alternatives) ## Company - [NudgeBee Raises $3M Seed Led by Kalaari Capital](https://nudgebee.com/resources/blog/nudgebee-raises-3m-seed-led-by-kalaari-capital) - [Blog home](https://nudgebee.com/resources/blog): All NudgeBee articles on AI-SRE, FinOps, Kubernetes, and cloud operations. ## Optional - [Privacy Policy](https://nudgebee.com/privacy-policy) - [Terms of Service](https://nudgebee.com/terms)