LLM Observability Dashboards & Core Metrics — Monitoring AI in Production | Uplatz

Description

Uplatz Explainer — Once an LLM is deployed, the real work begins. Observability becomes critical to ensure reliability, latency control, output quality, security, compliance, drift detection, and real-time issue resolution. In this video, we explore LLM Observability Dashboards & Core Metrics — the backbone of production-grade GenAI systems, especially for regulated and mission-critical industries. 🔍 What You Will Learn What is observability in LLM systems? Why monitoring is essential after deployment Core metrics for model performance tracking Latency, inference time & throughput monitoring Hallucination detection & safety checks Drift detection & output reliability metrics Usage telemetry & token consumption Alerting & incident management for AI systems 📊 Key Dashboard Metrics to Track Token usage per request Prompt-response latency Cost per user/session Retrieval relevance score (for RAG) Accuracy & hallucination rate Confidence scores & response quality Retrieval vs generation performance Model version comparison & rollbacks ⚙ Tools & Platforms for LLM Observability LangSmith / TruLens / Arize AI Evidently AI & Weights & Biases Prometheus & Grafana dashboards Kubernetes + logging + tracing tools OpenTelemetry for GenAI systems AWS/GCP/Azure monitoring stacks MLOps → LLMOps pipeline extensions 🧠 Why Observability Matters Ensures trust, safety & reliability Prevents silent failures in production Enables human-in-the-loop validation Supports regulatory compliance & audits Keeps cost & performance under control Drives continuous improvement loops 🧭 Impact on AI Careers & Enterprises LLMOps engineers must know observability tools Monitoring = core skill for AI production deployment Demand rising for AI reliability engineers Observability is becoming as essential as the model itself This video is a good explainer to help you understand how to design LLM observability dashboards and track core metrics in production. For complete, in-depth GenAI & LLMOps training, explore the full courses offered by Uplatz. #Uplatz #LLMObservability #LLMOps #AIMonitoring #GenAI #AIEngineering #Prometheus #Grafana #LangSmith #EvidentlyAI #DriftDetection #AIProduction #AIDashboards #UplatzAI ---------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 🌐 https://uplatz.com 📧 support@uplatz.com 🎓 About Uplatz Uplatz is a global leader in online IT and professional training, offering comprehensive courses in AI, machine learning, data science, cloud computing, cybersecurity, and enterprise technologies such as SAP, Oracle, Salesforce, and ServiceNow. With expert-led programs and real-world learning paths, Uplatz empowers learners and organizations across 190+ countries to build future-ready skills and thrive in the digital era. 📘 Explore Uplatz Course Portfolio Learn the most in-demand and emerging technologies with Uplatz: ✅ AI & Machine Learning – Agentic AI, LLMs, LangChain, Deep Learning, MLOps, LLMOps ✅ Cloud & DevOps – AWS, Azure, GCP, Docker, Kubernetes, Terraform, CI/CD ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Spark, Kafka) ✅ Programming & Frameworks – Python, FastAPI, Django, Java, JavaScript, SQL ✅ Cybersecurity & Blockchain – Ethical Hacking, Cloud Security, Zero Trust, Blockchain & Web3 ✅ IoT & Embedded Systems – IoT Platforms, Edge Computing, Embedded C, Microcontrollers ✅ ERP & CRM – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Flutter 🎓 Master cutting-edge skills. Build your tech career with Uplatz. 🌐 Learn more: https://uplatz.com 🎯 Why Choose Uplatz ✔️ Job-focused, project-based learning ✔️ Globally recognized certifications ✔️ Lifetime access & affordable pricing ✔️ Career guidance and mentorship 🔔 Subscribe for weekly tech tutorials, demos, and success stories. 📲 Follow us on LinkedIn, Instagram, Twitter, and Facebook. #Uplatz #Tech #Technology #MachineLearning #CloudComputing #Learning