Mereka AI Lab

Transform Operations at Scale with AI Embedding in Your Team

Enable teams to prototype real AI solutions that automate work, enhance accuracy, and scale performance.

20 pax/session
Level: Beginner
Prerequisite:
AI Adaptation
None
8
Modules

Are you looking to..

  • Turn real pain points into working AI prototypes.
  • Equip teams to design UX, logic flows, and PRDs for AI builds.
  • Simulate and test AI behaviour before deployment.
  • Strengthen internal capability to refine AI systems.
  • Prepare for rollout with KPIs, governance, and pilot plans.
Enable your teams to turn real workflow challenges into functional AI prototypes. Build pilot-ready solutions that streamline operations, remove bottlenecks, and enhance decision-making—without needing technical specialists.
I want this!

Are you looking to...

  • Turn real pain points into working AI prototypes.
  • Equip teams to design UX, logic flows, and PRDs for AI builds.
  • Simulate and test AI behaviour before deployment.
  • Strengthen internal capability to refine AI systems.
  • Prepare for rollout with KPIs, governance, and pilot plans.
Enable your teams to turn real workflow challenges into functional AI prototypes. Build pilot-ready solutions that streamline operations, remove bottlenecks, and enhance decision-making—without needing technical specialists.
I want this!

Ready to level up?

Introducing

AI Embedding in Your Team

This advanced, project-based programme empowers teams to transform real operational challenges into functional AI prototypes. Participants learn to map pain points, build PRDs, design UIs, connect LLMs and data, and simulate end-to-end agent performance. Perfect for organisations ready to develop pilot-ready solutions that streamline operations and accelerate AI adoption—without requiring engineering teams.

Modules

This course is structured into comprehensive modules, each strategically curated to provide you with the skills and knowledge necessary for you to understand what you have and make them your biggest weapons:

Lessons
Video(s)
Articles
Quiz
Template(s)
Interactive Lesson(s)
Module
Map AI to Team Pain Points

Identify bottlenecks and automation opportunities using design-thinking tools. Prioritise high-value use cases and convert team challenges into clear, scoped AI problem statements.

lesson(s)

1.1 Problem Mapping & Pain Points

1.2 Identifying Automation Opportunities

1.3 Prioritising AI Use Cases

Module
Create AI Toolkits & Product Requirement Documents (PRDs)

Turn problem statements into structured PRDs. Map functionality, select suitable AI tools, and draft early solution sketches that define how your AI system should work.

lesson(s)

2.1 PRD & AI Toolkit

2.2 Functionality Mapping & Scoping

2.3 Selecting the Right Tools

Module
Prototype UI & Workflow Logic

Sketch chatbot UIs, dashboards, and workflow logic. Map data pathways, create human-centred interactions, and prepare interface prototypes ready for backend integration.

lesson(s)

3.1 UI Sketching (Chatbots/Dashboards)

3.2 Workflow Logic & Data Pathways

3.3 Adding Voice Layers

Module
Connect to LLMs, Agents & Data

Link interfaces to LLMs, APIs, vector databases, and agent frameworks. Build working prototypes with basic retrieval, tagging, and agent behaviour to simulate real functions.

lesson(s)

4.1 Integrating LLMs & Agents

4.2 SDKs & APIs for AI Functionality

4.2 Vector Databases & Knowledge Retrieval

Module
Run It: Simulate AI in Action

Simulate user interactions, test logic flows, and gather performance feedback. Use evaluation tools to identify gaps, strengthen reliability, and refine the prototype.

lesson(s)

5.1 Simulation of User Scenarios

5.2 Collecting & Interpreting Feedback

5.3 Using Evaluation Tools to Test Logic

Module
Summarise, Track & Visualise with AI

Convert raw data into dashboards and summaries. Build visual reporting pipelines that highlight patterns, track performance, and support faster team decision-making.

lesson(s)

6.1 Summarising Reports & PDFs

6.2 AI-Assisted Dashboards

6.3 Reporting Pipelines

Module
Use Case Deep Dive & Iteration

Resolve integration blockers, refine UX and workflow logic, and scale prototypes. Strengthen reliability and prepare a version suitable for early team testing.

lesson(s)

7.1 Integration Blockers

7.2 Refining UX Flows & Logic

7.3 Developing Scalable Versions

Module
Pitch, Plan & Close with AI Confidence

Present final prototypes, define KPIs, plan risks, and create a 30-day pilot roadmap. Equip your team to move confidently toward real-world AI adoption.

lesson(s)

8.1 Final Prototype Presentations

8.2 KPIs & Security Essentials

8.3 30-Day Pilot Plan & Adoption Roadmap

Real World
Applications

1. Build a working prototype

Design a functional AI workflow by connecting UI, LLMs, and data sources to solve a real operational bottleneck in your team.

2. Simulate and validate performance

Run realistic scenarios to test your prototype’s accuracy, usefulness, and reliability before organisation-wide rollout.

3. Plan your pilot

Define KPIs, risks, and success criteria, then create a 30-day roadmap to implement, track, and refine your AI solution.

I want this!

After completing this course you will:

I want this!
  • Map real organisational challenges and translate them into functional AI prototypes that address bottlenecks and improve operational performance.
  • Connect interfaces, LLMs, and workflow logic to create working AI solutions, enabling teams to simulate, test, and refine AI-driven processes.
  • Apply AI embedding principles to build pilot-ready solutions supported by KPIs, responsible-use guardrails, and implementation roadmaps.
I want this!
Are you unsure of how your skills compare to others or how much should you charge your clients?
Learn more

Meet our trainer

Jey Bala

Chief Ecosystem Officer, Mereka

Jey’s journey in search of sustainability has brought him to Biji-biji Initiative & Mereka as the Chief Ecosystem Officer (CECO) after his experience at HP and Dell as a trainer. His skills include running corporate training, hackathons, upcycling workshops, mentoring businesses, and conducting civic engagement campaigns, which are second nature to Jey. Committed to lifelong learning, he is also MIT-certified in Design Thinking.

Not convinced yet?
Here’s what others have to say!

5.0
Trustpilot

Great experience of online-method of career coaching. Mereka has given me a great experience by connecting me to multi-disciplinaries and improving my digital skills. I am able to channel my skills to new platforms of Augmented Reality software that benefitted me in future. Most importantly, the Personal Branding course aid me so much in building my career path with a precise and structured method of learning! 5/5

Ahmad Luqman Hadi Bin Nor Zafri
31 yrs old

5.0
Trustpilot

Before FOW, I was an underemployed staff working as personal health advisor. And after the programme, I experience 8% increment from my current salary where I learn how and the importance of  personal branding.

Ahmad Luqman Hadi Bin Nor Zafri
31 yrs old

5.0

Suzanne was very concise and clear in her explaination and I understand when she correlates one point to another and when she relate with real life experiences. This workshop is very beneficial for me as it is something that I needed help in and never knew until I joined today's class. Thank you once again! :)

Ahmad Luqman Hadi Bin Nor Zafri
31 yrs old

We're behind you 100%!

Try our course risk-free for 7 days, and if for any reason you don't feel it's right for you, just let us know. We believe in the quality and practical application of our course content, but we understand that it may not fit everyone's needs perfectly.
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