WAAT AI Labs

AI in Practice

Introduction

A hands-on workshop where your team will experience AI capabilities first-hand, generate use case ideas, and build your first prototypes โ€” all in one hour.

1 Hour  |  Interactive  |  Free

Press โ†’ or Space to begin

About Us

Meet the team behind WAAT AI Labs โ€” experienced AI practitioners who have delivered enterprise solutions across industries and geographies.

Your Experts
Kris Gunciarz
Kris Gunciarz
Agentic AI & Enterprise Solutions
๐Ÿ‡ฌ๐Ÿ‡ง ๐Ÿ‡ต๐Ÿ‡ฑ

15+ years in enterprise software & AI. AI implementations for 20+ orgs including SMA Solar, WHO, Audi & Deloitte Digital.

Alex Gygax
Alex Gygax
AI Transformation & AI Strategy
๐Ÿ‡ฌ๐Ÿ‡ง ๐Ÿ‡จ๐Ÿ‡ญ ๐Ÿ‡ฉ๐Ÿ‡ช

8+ years in enterprise AI & venture building. Turns ideas into scalable use cases. Previously at NBT, offices in UK, Switzerland, Germany & Poland.

About WAAT AI Labs

WAAT is a software and AI consultancy founded 16+ years ago, with offices in the UK, Switzerland, Germany & Poland, serving enterprise and public sector customers across Europe.

WAAT AI Labs is our specialized AI team. We guide companies from first AI exploration through to production-ready solutions.

We've delivered for 60+ customers including Audi, Deloitte Digital, SMA Solar, Jinko Solar, Resistell.

Selected Customers
AudiDeloitte DigitalResistellSMA SolarJinko SolarSwiss ReRoche
16+
Years
60+
Customers
3+
Yrs Agentic AI
4
Countries

Workshop Overview

A structured, 1-hour session designed for management teams and decision-makers. No technical background required.

Agenda
01Generative AI Overview
From drafting reports to analyzing data, summarizing meetings & building dashboards
15 min
02Use Case Generation
AI-assisted brainstorming to discover opportunities for your business
15 min
03Prompting & Interaction
Hands-on practice with effective prompting techniques
15 min
04Vibe Coding & Prototyping
Build working prototypes with AI โ€” no coding needed
15 min
05Your Personal AI Command CenterBonus
Build your own AI command center โ€” a custom dashboard with all workshop tools at your fingertips

Who is this for?  Management teams, department heads, and anyone curious about AI. Available online or onsite.

Team collaboration
01
01

Generative AI Overview

15 minutes ยท Live demonstrations

A hands-on look at what AI can already do in your daily work โ€” from drafting reports and analyzing data to summarizing meetings and building dashboards.

What We'll Cover
  • โ€ขLive demo: drafting emails, reports & presentations in seconds
  • โ€ขAnalyzing spreadsheets, summarizing documents & extracting insights
  • โ€ขTurning meeting notes into action items, follow-ups & dashboards
  • โ€ขWhich AI tools exist today and when to use which
  • โ€ขWhat AI can't do (yet) โ€” key limitations & risks to know
Takeaway: A clear mental model of current AI capabilities, so you can evaluate what's relevant for your business.
Generative AI
Understanding AI capabilities through live demonstrations

AI Tools Landscape

The right tool depends on the job. Here's what's available and when to use each.

Claude Ecosystem
Claude Chat
Web-based conversational AI. Drafting, brainstorming, analysis.
Claude Code
Terminal-based. File ops, prototyping, automation.
Claude Cowork
Desktop app for deep collaboration & project work.
Skills & Workflows

Reusable instruction packages that extend AI โ€” organized as a skill tree:

/skills ANALYSIS Data & reports CREATION Content & docs AUTOMATION Pipelines & flows csv-parse insights pdf-build draft scraper emailer validate template schedule Skills compose & chain like building blocks
Other Key Tools
ChatGPT OpenAI
General-purpose, web-native. Great starting point.
Cursor IDE
AI-powered code editor. For developers.
Copilot Microsoft
Multi-tool assistant across Office, Teams, Azure.

Pro tip: Most teams benefit from a mix โ€” Claude for deep thinking, ChatGPT for quick answers, Cursor for developers.

Risks, Limits & Governance

AI accelerates work, but comes with real limitations. Knowing them makes you a better user.

Current Limitations
01Pattern matching, not true reasoning โ€” verify critical decisions
02No real-time data access without explicit tool connections
03No memory between sessions โ€” context resets each time
04Cannot replace domain expertise โ€” augments, doesn't substitute
Key Risks to Watch
Hallucinations
Generates plausible-sounding false claims
Bias
Can reflect & amplify training data biases
Privacy
Data sent to AI may be processed externally
IP Concerns
Output ownership & copyrighted training data
Governance
EUEU AI Act
Taking effect Aug 2026 โ€” classifies & regulates AI by risk level
GDPR
Applies to any personal data processed by AI
Best Practices
Human-in-the-loop for all critical outputs
Validate facts before sharing externally
Document AI-assisted decisions with audit trails
Never input confidential data without approval

Bottom line: AI is a tool, not a replacement. Always validate, document decisions, keep humans in control.

02
02

Use Case Generation

15 minutes ยท Interactive discussion

Now it's your turn. Using AI as a brainstorming partner, we'll identify concrete opportunities where AI can create value in your specific business context.

What We'll Cover
  • โ€ขAI-assisted brainstorming with your business context as input
  • โ€ขMapping AI capabilities to your actual pain points
  • โ€ขIndustry-specific examples to spark new ideas
  • โ€ขQuick wins vs. strategic initiatives โ€” sorting by effort & impact
  • โ€ขBuilding your initial use case backlog together
Takeaway: A list of AI use case ideas tailored to your business, ready to be categorized by potential impact and implementation effort.
Use Case Generation
Collaborative brainstorming with AI as your thinking partner

Prioritization Framework

Each AI use case is scored across 6 dimensions (1โ€“5 scale) to objectively prioritize your backlog.

01
๐Ÿ’ฐ Business Impact

ROI potential & strategic value

02
โšก Effort

Time & complexity to implement

03
๐Ÿ“Š Data Readiness

Availability & quality of data

04
๐Ÿค Team Buy-in

Change acceptance & enthusiasm

05
๐Ÿ‘ฅ Stakeholders

Departments & decision-makers

06
โš ๏ธ Risk Level

Compliance & failure impact

Analytics dashboard
Data-driven prioritization for maximum impact
๐Ÿ“‹
Available on
Miro Board

How it works: Score each use case 1โ€“5 across all 6 dimensions. Total score (max 30) determines priority. 20+ = Quick Win, 15โ€“19 = Plan, <15 = Revisit later

03
03

Prompting & Interaction

15 minutes ยท Hands-on practice

The quality of AI output depends on how you communicate with it. Learn proven prompting techniques and practice them with real examples relevant to your work.

What We'll Cover
  • โ€ขPrompting fundamentals โ€” structure, context, and specificity
  • โ€ขRole-based prompting and chain-of-thought techniques
  • โ€ขHands-on exercises with ChatGPT, Claude & other tools
  • โ€ขCommon mistakes and how to troubleshoot poor outputs
  • โ€ขBuilding reusable prompt templates for your daily tasks
Takeaway: Practical prompting skills you can apply immediately, plus reusable prompt templates for common business tasks.
Prompting
Learning to communicate effectively with AI tools
04
04

Vibe Coding & Prototyping

15 minutes ยท Live build

The highlight: we'll build a working prototype live, using only natural language. See how AI turns a business idea into a functional application in minutes.

What We'll Cover
  • โ€ขLive demo: building a functional app from a plain-English description
  • โ€ขAI coding tools overview โ€” Cursor, Claude Code, Replit & more
  • โ€ขFrom idea to working prototype in under 10 minutes
  • โ€ขWhen to use AI prototyping vs. traditional development
  • โ€ขHow non-technical teams can validate ideas before investing
Takeaway: A working prototype built live, plus understanding of how AI accelerates your team's ability to test and validate ideas.
Vibe Coding
Building real applications with natural language

AI Costs & Options

From free tiers to enterprise โ€” here's the real pricing landscape and how to calculate ROI.

Subscription Plans Compared
Plan Price Best For Usage
Claude Pro $20/mo Individual power users
Claude Max $100-200/mo Heavy daily users
Claude Team $30/user/mo Small-medium teams
ChatGPT Plus $20/mo General-purpose use
ChatGPT Team $25-30/user/mo Teams on Microsoft stack
API Pricing (per 1M tokens ≈ 750K words)
Haiku
Input
$0.80
Output
$4
Fast, cheap tasks
Sonnet
Input
$3
Output
$15
Best balance
Opus
Input
$15
Output
$75
Complex reasoning
Deployment Options
Anthropic Direct
API & web console
Amazon Bedrock
AWS-hosted, enterprise
Azure OpenAI
Microsoft integration
LM Studio
Free, 100% local & private
ROI Calculator
Team size5 people
Time saved per person2 hrs/week
Hourly rate$50/hr
Weekly savings$500
Monthly AI cost-$150
Monthly net gain+$1,850

Start small: A $20/month Claude Pro subscription can save hours of work every week. Team plans offer shared workspaces and admin controls.

What You'll Gain

After one hour, your team walks away with concrete knowledge, hands-on experience, and actionable deliverables โ€” not just slides.

๐Ÿง 
AI Literacy

Clear understanding of what generative AI can and can't do โ€” no hype, just facts

๐Ÿ’ก
Use Case Ideas

Initial list of AI opportunities specific to your business and industry

โœ๏ธ
Prompting Skills

Practical techniques to get better results from any AI tool, starting today

๐Ÿš€
Working Prototype

A functional app built live during the session โ€” yours to keep and iterate on

๐ŸŽฏ
Quick Wins vs. Strategy

Clear view of which AI initiatives deliver fast ROI and which need planning

๐Ÿ“‹
Next Steps Roadmap

Recommended path forward โ€” from workshop insights to production-ready AI

What comes next?  We offer a structured follow-up: Use Case Prioritization with ROI analysis, followed by hands-on implementation.

WAAT AI Labs

Let's Get Started

Ready to explore what AI can do for your team? Book your free 1-hour workshop โ€” online or at your location.

Kris Gunciarz
Kris Gunciarz
Agentic AI & Enterprise Solutions
๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ‡ต๐Ÿ‡ฑ
Alex Gygax
Alex Gygax
AI Transformation & AI Strategy
๐Ÿ‡ฌ๐Ÿ‡ง๐Ÿ‡จ๐Ÿ‡ญ๐Ÿ‡ฉ๐Ÿ‡ช
Contact
WhatsApp+49 15750455455
16+
Years
60+
Customers
3+
Yrs Agentic AI
4
Countries
AudiDeloitte DigitalResistellSMA SolarJinko SolarSwiss ReRoche