Impact of GenAI and Agentic AI

Then Generative AI came…


Almost overnight, the IT landscape shifted. Colleagues, clients, and partners started asking questions like: Can we use GenAI to support our quality engineering activities? Should we? And more importantly: How do we deliver the right level of quality in systems that use GenAI or Agentic AI?

We explore how GenAI impacts quality engineering, not just as a tool to amplify development and testing, but also as a source of new risks and responsibilities. We share what we’ve learned, what we’re still learning, and what we believe is needed to use GenAI both effectively and responsibly.


Whether you’re here to explore a specific challenge, upskill yourself, or envision how GenAI fits into your team’s workflow, this part of the website is intended to support your journey. Use it as a reference, a guide, or a conversation starter within your organization.


The terms Vibe Coding and Vibe Testing emerged in the IT world in the first half of 2025. We have the opinion that this Vibe idea is not the way to go. Instead, GenAI should be used to amplify experts in their work. That is why we introduce the terms Amplified Coding (Amp Coding), Amplified Testing (Amp Testing) and Amplified Quality Engineering (Amp QE). We trust this will
inspire you to go beyond the vibe and amplify your work.


The following building blocks are relevant within this introduction module:

  • Impact of AI on Business Value
  • Setting the Scene of Quality Engineering
  • Quality Gets a New Dimension
  • DIKW Hierarchy
  • Introduction to AI and Intelligent Machines
  • Understanding Key AI Concepts
  • The Endless Potential of GenAI
  • The User as the Weakest Link
  • Hidden Risks and Ethical Challenges
  • Organizational Impacts
  • Getting Your GenAI Adoption Right