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Build Intelligent Applications with Spring AI Intermediate

The "Build Intelligent Applications with Spring AI" course by Koenig Original equips Java developers and AI engineers with practical skills to integrate generative AI into enterprise applications using Spring AI’s portable, modular framework. Addressing the growing demand—78% of enterprises now prioritizing AI integration—this 40-hour hands-on training covers prompts, embeddings, RAG, and AI-driven image generation, solving the critical pain point of bridging AI models with existing data systems.

This course prepares learners for real-world AI application development with access to official Koenig courseware and 30-day lab access for continuous practice. Participants gain expertise in building structured, scalable AI solutions with Spring Boot, enabling faster deployment and career advancement in high-demand AI engineering roles.

40 Hours (5 Days)
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Course Overview

The Build Intelligent Applications with Spring AI course by Koenig Original is a 40-hour intermediate-level training program designed for Java developers, Spring Framework professionals, and software engineers aiming to integrate generative AI into enterprise applications. While no official certification exam is tied directly to this Koenig Original course, it aligns with emerging industry standards in AI-driven development and prepares learners for advanced roles in AI integration. Target roles include AI Java Developer, Full-Stack Spring Developer with AI capabilities, and Enterprise Application Engineer. With 80% of Fortune 500 companies now adopting AI in application development, demand for Spring AI-skilled developers has surged, making this training essential for modern software teams.

Participants engage with key technologies including Spring AI Framework, OpenAI API, Ollama for local LLM deployment, Spring Boot 3, Java 17+, and vector databases for embeddings. The course features hands-on labs conducted in a cloud-based Java development environment where students build real-world AI applications such as intelligent chatbots with memory and context management, AI-powered document summarizers using retrieval-augmented generation (RAG), and image generation tools integrated with Spring MVC. Learners configure prompt templates, implement embeddings for semantic search, and connect Spring applications to both cloud and on-premises large language models, simulating enterprise deployment scenarios.

Although this Koenig Original course does not map to a vendor-specific certification, it strengthens readiness for AI and cloud specializations from AWS, Google Cloud, and Microsoft, which increasingly test AI integration skills. Professionals with Spring and AI expertise earn median salaries of $125,000 in the U.S., with a 30% higher earning potential compared to traditional Java developers. Koenig differentiates this offering with Guaranteed-to-Run live training, expert instructors, and 1-on-1 learning options, ensuring personalized mastery. Graduates emerge ready to lead AI modernization initiatives, driving innovation in enterprise software development with Spring AI.

What You'll Learn

Implement Retrieval Augmented Generation using Spring AI OpenAI and vector database integration to enhance application accuracy and relevance.
Configure the Spring AI ChatClient for seamless streaming responses to provide real-time interactions within Spring AI applications.
Design structured AI outputs using Spring AI structured output patterns to ensure clarity and consistency in generated content.
Integrate multimodal models via Spring AI Azure or Spring AI Ollama to process and analyze diverse image and audio data types.
Deploy vector stores using Spring AI RAG frameworks to optimize data retrieval performance and system scalability.
Secure AI applications by implementing Spring AI function calling to manage sensitive data access and ensure operational compliance.

Prerequisites

Recommended knowledge before taking this course
  • Solid understanding of Java programming language and object-oriented principles is essential for mastering Build Intelligent Applications with Spring AI by Koenig Original.
  • Familiarity with Spring Boot and core Spring concepts enhances your ability to develop intelligent applications using Spring AI technology.
  • A basic grasp of RESTful API development helps you integrate AI features seamlessly into your applications.
  • Practical experience with Maven for dependency management ensures smooth project setup and maintenance when working with Spring AI frameworks.
  • Knowledge of AI/ML fundamentals such as prompts, embeddings, and large language models (LLMs) is crucial for leveraging Spring AI's capabilities effectively.
  • Experience in setting up and using a Java development environment, including JDK, IDE, and build tools, prepares you for efficient development with Spring AI.
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Certification Exam

Everything you need to know about the Build Intelligent Applications with Spring AI certification exam

Exam Details
Exam Name
Build Intelligent Applications with Spring AI
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
N/A
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Course Curriculum

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

1
Day 1– Mastering Spring AI and Core Architectures
Spring AI framework architecture overview Core Generative AI principles explained Spring Boot with Spring AI integration Configuring OpenAI and Ollama providers ChatClient configuration and setup Executing first Spring AI interactions Logging requests for efficient debugging Streaming responses with Project Reactor
2
Day 2– Advanced Prompt Engineering and Data Parsing
Designing effective prompt templates Managing prompts via resource files SpEL for dynamic prompt parameterization Extracting structured Java object data Defining POJOs for AI output mapping Parsing complex AI-generated JSON responses Techniques for optimal prompt engineering Lab: Developing structured AI response handlers
3
Day 3– Stateful AI Workflows and Function Calling
Implementing chat memory for context Managing effective conversation history Custom advisors for behavior control AI function calling implementation Exposing Java methods as AI tools Managing AI tool execution results Chaining multiple complex tool calls Lab: Building AI-powered calculator applications
4
Day 4– Retrieval Augmented Generation RAG Pipelines
RAG architecture and design patterns Document loading and text extraction Generating embeddings using Spring AI SimpleVectorStore in-memory storage usage Implementing efficient similarity search Constructing scalable RAG pipelines Metadata filtering for precise retrieval Lab: Creating knowledge-based Q&A systems
5
Day 5– Multimodal AI and Production Integration
GPT-4 Vision image model integration Implementing advanced image analysis Generating images using AI models Speech-to-text audio processing workflows Text-to-speech integration techniques RedisVectorStore for production deployment Model Context Protocol MCP introduction Lab: Building multimodal AI applications

What's Included in Your Training

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

Career Outcomes

78%

of Build Intelligent Applications with Spring AI certified professionals report career advancement within 6 months

Salary Impact

+24%

Average salary increase reported after obtaining the Build Intelligent Applications with Spring AI 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
  • Spring AI Developer
  • AI Software Engineer
  • Java AI Application Developer
  • Senior Spring Boot AI Engineer
  • Generative AI Java Developer
  • Intelligent Application Architect

Companies Hiring

5,000+
Microsoft JPMorgan Chase Accenture Deloitte IBM Google Amazon Capgemini Oracle TCS

and 5,000+ organizations worldwide seeking Build Intelligent Applications with Spring AI 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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  • ★★★★★

    “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.”

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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.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

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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.”

    James T.

    James T.

    Head of L&D, UK Enterprise

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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.

    Aisha N.

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

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

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    Data Platform Engineer

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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 Build Intelligent Applications with Spring AI training course

Is the certification exam included in the Build Intelligent Applications with Spring AI course, and what is the exam fee if separate?
The certification exam is not included in the Build Intelligent Applications with Spring AI course fee; it must be purchased separately. Koenig does not currently offer a vendor-specific certification for this course, so no formal exam fee applies. Learners receive a Koenig certificate of completion upon finishing the training.
What training formats are available for the Build Intelligent Applications with Spring AI course, and does Koenig offer Guaranteed-to-Run scheduling?
Koenig offers the Build Intelligent Applications with Spring AI course in live online, 1-on-1, and classroom formats, with Guaranteed-to-Run scheduling ensuring every batch proceeds regardless of enrollment. All formats include expert instruction, official courseware, and hands-on labs, allowing flexible learning from any location.
How long is lab access provided for the Build Intelligent Applications with Spring AI course, and what type of environment is used?
Lab access is provided for 30 days after the Build Intelligent Applications with Spring AI course ends, delivered through a cloud-based live lab sandbox environment. This real-world platform allows secure, 24/7 access to tools like Spring AI, embeddings, and RAG systems for hands-on practice with generative AI applications.
What is Koenig's rescheduling and cancellation policy for the Build Intelligent Applications with Spring AI course?
Koenig allows free rescheduling of the Build Intelligent Applications with Spring AI course with at least 7 days' notice; cancellations within 10 days incur a 50% fee. The same training cannot be rescheduled more than once, and all changes are subject to availability and written request.
What is the format, difficulty level, number of questions, and passing score for the Build Intelligent Applications with Spring AI certification exam?
There is no formal certification exam for the Build Intelligent Applications with Spring AI course; assessment is based on project completion and lab performance. The course includes 40 hours of hands-on training with practical evaluations in building AI chat applications, structured outputs, and data integration using Java and Spring AI frameworks.
How long is the Build Intelligent Applications with Spring AI certification valid, and what is the renewal process and cost?
The Build Intelligent Applications with Spring AI certification is a Koenig-issued certificate of completion with no expiration date, so renewal is not required. It validates proficiency in Spring AI models, prompts, and RAG systems, serving as a permanent credential for career advancement in generative AI development.
What post-training support is available after completing the Build Intelligent Applications with Spring AI course?
After completing the Build Intelligent Applications with Spring AI course, learners receive 30 days of post-training support including mentor access, recorded session access, and lab practice. Koenig also provides resume guidance and placement assistance to help graduates transition into AI-focused developer roles.
What are the prerequisites or prior experience needed to enroll in the Build Intelligent Applications with Spring AI course?
Participants must have prior knowledge of Object-Oriented Programming (OOPs) and foundational AI concepts before enrolling in the Build Intelligent Applications with Spring AI course. Familiarity with Java development and Spring Framework basics is strongly recommended, as the course dives directly into advanced topics like embeddings, prompts, and retrieval-augmented generation.
What is the expected salary impact and career progression for professionals trained in Build Intelligent Applications with Spring AI?
Professionals trained in Build Intelligent Applications with Spring AI can expect salaries ranging from $115,000–$145,000 globally, with a typical increase of 25–30% post-certification. Roles include AI Developer, Spring AI Engineer, and Generative AI Specialist, in high demand across fintech, healthcare, and enterprise software sectors.
How does Koenig's Build Intelligent Applications with Spring AI training compare to self-study in terms of effectiveness and time required?
Koenig's Build Intelligent Applications with Spring AI training delivers structured, instructor-led learning in 40 hours, significantly faster and more effective than self-study which can take 80+ hours. With expert mentorship, guided labs, and real-world projects, Koenig ensures mastery of Spring AI integration, reducing learning gaps and increasing job readiness.
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