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GenAI for Architects: Azure OpenAI & Copilot

The Generative AI for Solution Architects course by Koenig Original equips solution architects, data scientists, and IT professionals with advanced skills to design and deploy generative AI systems, solving the critical industry challenge of integrating AI into enterprise architecture. With 77% of enterprises now exploring or deploying generative AI, this 15-hour live training covers model training, prompt engineering, and Retrieval-Augmented Generation using LangChain, enabling architects to build secure, context-aware AI solutions.

This Koenig Original program prepares learners for real-world AI implementation with hands-on labs and 30-day lab access, ensuring mastery of open-source LLMs and evaluation frameworks like MLflow. Leveraging Guaranteed-to-Run schedules and official courseware, it empowers solution architects to lead AI innovation and drive digital transformation in evolving tech landscapes.

15 Hours (1 Days)
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Course Overview

The Generative AI for Solution Architects course by Koenig Original is a comprehensive 40-hour training program designed for IT professionals, solution architects, and data scientists aiming to master the design and deployment of generative AI systems. While not tied to a specific certification exam, this advanced curriculum equips learners with skills directly applicable to real-world AI architecture challenges. It serves key roles such as AI Solution Architect, Generative AI Developer, and Machine Learning Engineer. With 77% of enterprises actively exploring or deploying generative AI solutions, according to recent industry adoption reports, demand for skilled professionals in this domain is rapidly accelerating across technology, finance, and healthcare sectors.

Participants engage with a robust suite of tools and platforms including LangChain, Hugging Face models, ChromaDB, Pinecone, MLflow, and Gradio within a dedicated hands-on lab environment accessible for 30 days post-training. The course emphasizes practical implementation, guiding students through building full-stack generative AI applications such as Retrieval-Augmented Generation (RAG) systems, conversational AI agents, and fine-tuned LLMs using open-source models like Meta’s LLaMA and Google’s Gemma. A key project involves developing a secure, multimodal RAG application that integrates vector databases and guardrailing techniques to ensure compliance and context accuracy, all configured through the LangChain framework in live cloud-based labs.

This training prepares professionals for high-impact roles in the generative AI landscape, where certified expertise from recognized providers like Koenig Original enhances credibility and career mobility. Graduates report average salary increases of up to 35% when transitioning into specialized AI architecture positions. A key differentiator of Koenig Original’s offering is its Guaranteed-to-Run scheduling and access to 1-on-1 instructor-led sessions, ensuring personalized learning with official courseware. Upon completion, learners are equipped to lead enterprise-scale generative AI initiatives, driving innovation and strategic advantage in an evolving technological ecosystem.

What You'll Learn

Design multimodal AI applications with Koenig's Generative AI for Solution Architects, leveraging advanced methodologies to create versatile AI solutions
Implement Retrieval-Augmented Generation using LangChain for context-aware AI responses, enhancing user engagement and accuracy
Deploy comprehensive full-stack Generative AI applications through Gradio interfaces, enabling seamless user interaction
Fine-tune open-source large language models like LLaMA and Qwen with Koenig's proven techniques to optimize performance
Evaluate generative models effectively using MLflow within Koenig's training framework for reliable model assessment
Secure LLM applications by applying Koenig's guardrailing strategies to ensure safety and compliance

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python programming, including data structures, functions, and object-oriented concepts, is essential for mastering Generative AI for Solution Architects by Koenig Original. This foundational skill enables effective development of AI solutions.
  • Experience with Python libraries such as NumPy and Pandas for data manipulation is crucial for working with large datasets in Generative AI projects. These skills help streamline data preprocessing, a key step in building AI models.
  • Understanding machine learning fundamentals, including supervised and unsupervised learning, is vital for developing and deploying advanced generative AI solutions. This knowledge supports the creation of innovative AI architectures.
  • Familiarity with neural networks, backpropagation, and model training workflows is necessary to optimize generative AI models. These concepts underpin the training of sophisticated AI systems.
  • Knowledge of natural language processing basics and tokenization methods is important for designing AI that understands and generates human language effectively.
  • Hands-on experience with deep learning frameworks like TensorFlow or PyTorch is essential for implementing and fine-tuning generative AI models, ensuring practical skills for solution architects.
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Certification Exam

Everything you need to know about the GenAI for Architects: Azure OpenAI & Copilot certification exam

Exam Details
Exam Name
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
Unlimited submissions allowed for project refinement
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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Mastering Generative AI Foundations
Generative AI Fundamentals Overview Core Generative AI Architecture Transformer Library Application Mastery Generative Adversarial Networks Basics Lab: Build Basic GAN Models Architectural AI Solution Strategies Generative AI Ethical Frameworks Hands-On: Hugging Face Model Exploration
2
Day 2– Large Language Models Architecture
Advanced LLM System Architecture Diverse Large Language Model Types LLM-Powered Text Translation Systems Summarization and Semantic Similarity Techniques Automated Speech Recognition Workflows Advanced Text-to-Speech System Integration Image AI: Segmentation and Detection Lab: Develop Image Captioning Systems
3
Day 3– Prompt Engineering for Architects
Prompt Engineering Strategic Introduction High-Impact Prompt Design Methodologies LLaMA-Based Text Prompting Techniques Multimodal Image Prompting with LLaMA Automated Code Generation via Prompts Task-Specific Prompt Optimization Strategies Lab: Create Advanced Multimodal Prompts Systematic Prompt Output Debugging
4
Day 4– RAG Systems with LangChain
Retrieval-Augmented Generation System Essentials LangChain Framework Architecture Overview Vector Stores and Embedding Implementation Building Robust LangChain Retrievers Developing Intelligent Chains and Agents Lab: Build Intelligent LangChain Chatbots Enterprise RAG Application Deployment Conversational RAG System Implementation
5
Day 5– Advanced LLM Evaluation Techniques
RAG vs Question-Answering Systems Tabular Data QA via LangChain SQL-Based QA System Architecture Advanced Model Fine-Tuning Workflows Quantization and Weight Optimization Tactics Fine-Tune LLaMA and Qwen Models Model Evaluation Using MLflow Lab: Evaluate Hugging Face LLMs

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

82%

of GenAI for Architects: Azure OpenAI & Copilot certified professionals report career advancement within 6 months

Salary Impact

+28%

Average salary increase reported after obtaining the GenAI for Architects: Azure OpenAI & Copilot certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • AI Solutions Architect
  • Generative AI Engineer
  • Machine Learning Engineer - Generative AI
  • Generative AI Specialist
  • Prompt Engineer
  • Generative AI Consultant

Companies Hiring

5,000+
Microsoft Google Amazon Accenture Deloitte IBM NVIDIA Capgemini Meta OpenAI

and 5,000+ organizations worldwide seeking GenAI for Architects: Azure OpenAI & Copilot certified professionals

Real Transformations

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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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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    Azure Administrator

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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.”

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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.”

    Ahmed R.

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    Business Intelligence Lead

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    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

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    AZ-305 Expert ✓ Verified
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    “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.”

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    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

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    Security Analyst

    SC-300 Certified ✓ Verified
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    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

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    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

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    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    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.”

    Rahul M.

    Rahul M.

    Azure Administrator

    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.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    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.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    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.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    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.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    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.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    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.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    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.”

    Rahul M.

    Rahul M.

    Azure Administrator

    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.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    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.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    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.”

    Rahul M.

    Rahul M.

    Azure Administrator

    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.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    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.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    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.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    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.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    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.”

    Aisha N.

    Aisha N.

    Security Analyst

    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.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    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.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    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.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    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.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    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.”

    David L.

    David L.

    AI Engineer

    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.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

Frequently Asked Questions

Everything you need to know about the GenAI for Architects: Azure OpenAI & Copilot training course

Is the certification exam included in the Generative AI for Solution Architects course, and what is the exam fee?
The certification exam is not included in the Generative AI for Solution Architects course by Koenig Original and must be purchased separately. Koenig provides a course completion certificate. The official exam fee is $99 USD when taken directly through Microsoft or AWS, depending on the certification path, with no additional cost from Koenig for the training voucher.
What training formats are available for the Generative AI for Solution Architects course, and is Guaranteed-to-Run scheduling offered?
Koenig Original offers live online 1-on-1, public instructor-led, and self-paced training formats for the Generative AI for Solution Architects course, all backed by Guaranteed-to-Run scheduling. Public batches run regardless of enrollment, ensuring participants can attend as planned, while private sessions offer flexible, personalized scheduling with expert instructors for maximum learning efficiency.
How long is lab access provided, and what environment is used for the Generative AI for Solution Architects course?
Lab access is provided for 30 days post-training via a secure, cloud-hosted sandbox environment, such as Azure OpenAI or AWS Bedrock, allowing hands-on practice without local setup. This real-world simulation supports deployment of generative models, REST APIs, and RAG systems in a vendor-aligned, production-equivalent setting for the Generative AI for Solution Architects course.
What is Koenig's rescheduling and cancellation policy for the Generative AI for Solution Architects course?
Rescheduling is free with at least 7 days' notice; requests within 7 days incur a 25% fee. Cancellations are subject to a 15% administrative charge. This policy ensures scheduling integrity for the Generative AI for Solution Architects course while offering flexibility, with written notice required for all changes to maintain administrative accuracy and eligibility for refunds.
What is the exam format, number of questions, passing score, and time limit for the Generative AI for Solution Architects certification?
The Generative AI for Solution Architects certification exam features multiple-choice questions, hands-on labs, and case studies, typically lasting 90–120 minutes with 45–60 questions. A passing score of 700 on a 1,000-point scale is required, assessing practical skills in prompt engineering, model fine-tuning, and architectural design using advanced generative AI frameworks.
How long is the Generative AI for Solution Architects certification valid, and what is the renewal process?
The Generative AI for Solution Architects certification is valid for two years, after which renewal requires passing a current-version exam or completing approved continuing education credits. Renewal fees are $99 USD, consistent with Microsoft and AWS specialty recertification policies, ensuring professionals stay updated with evolving AI technologies and best practices through Koenig Original.
What post-training support does Koenig provide after completing the Generative AI for Solution Architects course?
Koenig Original provides 90 days of post-training support, including expert mentor access, technical lab assistance, community forum engagement, and one free course retake within six months. Learners also receive session recordings, exam prep materials, and 30-day lab access to reinforce skills and ensure successful certification achievement in the Generative AI for Solution Architects program.
What are the prerequisites or prior experience needed for the Generative AI for Solution Architects course?
Participants should have a bachelor’s degree in computer science or related field and at least 5 years of experience in software development, cloud computing, or system architecture. Familiarity with Python, machine learning concepts, and cloud platforms (AWS/Azure) is essential to fully benefit from the advanced Generative AI for Solution Architects curriculum by Koenig Original.
What career impact and salary increase can professionals expect after completing the Generative AI for Solution Architects course?
Professionals can expect a 20–30% salary increase post-certification, with Solution Architects in generative AI earning between $120,000–$180,000 annually in the U.S., based on industry demand. The Generative AI for Solution Architects course enhances qualifications for roles like AI Architect and Cloud Solutions Lead, significantly boosting promotion potential and market competitiveness.
How does Koenig's Generative AI for Solution Architects training compare to self-study options?
Koenig Original’s training offers structured, expert-led instruction with hands-on labs, guaranteed scheduling, and direct mentorship, unlike unstructured self-study. With 15 hours of live training, 30-day lab access, and 90-day post-course support, it accelerates mastery and certification readiness for the Generative AI for Solution Architects course compared to isolated, resource-dependent self-learning approaches.
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