AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems
AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems by Koenig Original equips AI engineers and MLOps specialists with advanced skills to monitor, trace, and debug complex LLM applications in production. Designed for professionals tackling the 85% model failure rate in real-world deployments, this course delivers hands-on experience with MLflow, LangChain, Prometheus, and Azure Monitor to build observable, secure AI systems. You’ll gain the ability to diagnose silent failures, enforce quality, and maintain performance in enterprise AI workflows.
This Koenig Original course prepares learners for advanced roles in generative AI and supports Koenig’s official attendance certification. With 30-day lab access and Guaranteed-to-Run scheduling, you’ll build a production-grade observable AI chatbot and emerge ready to lead AI initiatives, driving innovation and measurable business impact in high-demand AI engineering positions.
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Course Overview
The AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems course by Koenig Original is designed for AI engineers, MLOps specialists, and data scientists responsible for deploying and maintaining reliable generative AI applications in enterprise environments. While no formal external certification exam is associated with this Koenig Original program, the curriculum aligns with industry best practices for roles such as LLM Observability Engineer, AI Operations Lead, and Generative AI Architect. With 85% of enterprises reporting failed AI deployments due to poor operationalization, according to industry studies, the demand for professionals skilled in monitoring and debugging production AI systems is rapidly growing across financial services, healthcare, and technology sectors.
Participants gain hands-on experience with key observability tools including Datadog, Langfuse, MLflow, Prometheus, Grafana, and Azure Monitor, all accessed through a cloud-based lab environment that replicates real-world AI deployment workflows. The course features intensive labs where students configure end-to-end tracing for LLM applications, instrument RAG pipelines with span-level visibility, and implement monitoring dashboards for latency, token usage, and error rates. A capstone project involves deploying a secure, observable AI chatbot using LangGraph and Azure Monitor, with full trace correlation, automated evaluation via MLflow, and real-time alerting—providing practical experience directly applicable to enterprise AI operations.
This training prepares learners for advanced roles in AI operations, supporting career progression toward positions such as Senior AI Engineer or AI Reliability Architect, with average salaries ranging from $140,000 to $200,000 annually in North America. As a Koenig Original course, it leverages expert-led instruction and official courseware, with the added advantage of Guaranteed-to-Run scheduling and optional 1-on-1 training for personalized learning. Graduates emerge with both technical mastery and a portfolio of observable AI systems, positioning them to lead AI initiatives in organizations focused on scalable, secure, and high-performance generative AI deployments.
What You'll Learn
Skills You'll Gain
Prerequisites
- At least 1-2 years of experience in ML engineering or a related technical role.
- Proficiency in Python 3.9+ (including advanced functions, decorators, and environment management with venv or conda).
- Strong grasp of core NLP concepts, including tokenization, attention mechanisms, and transformer architecture.
- Practical experience with PyTorch 2.0+ or TensorFlow 2.12+ and Hugging Face Transformers.
- Familiarity with RESTful APIs and integrating LLM providers like OpenAI or Anthropic.
- Knowledge of vector databases (e.g., Pinecone, Milvus, or ChromaDB) and retrieval-augmented generation (RAG) workflows.
- Competency in Jupyter Notebooks and CLI operations for deployment and troubleshooting.
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- LLM Engineer
- Generative AI Engineer
- AI Deployment Specialist
- MLOps Engineer
- AI Solutions Architect
- AI Observability Engineer
Companies Hiring
and 5,000+ organizations worldwide seeking AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems certified professionals
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
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★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
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“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
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“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified -
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
-
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified
-
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the AI & LLM Observability: Monitoring, Tracing & Debugging Production AI Systems training course
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