Make AI-built
software last.

From idea to production, we ensure AI-assisted development delivers software that is maintainable, and scalable over time.

AI engineering assurance

AI allows teams to build software faster than ever. But speed alone does not create value. When software is produced with AI-assisted or “vibe coding” approaches, other factors emerge that need to be taken into account. Some examples are: hidden architecture assumptions, hallucinated logic, maintainability challenges, a proper CI/CD workflow.Adopting AI is not simply a matter of deploying new models or experimenting with the latest tools. Real transformation happens when strategy, people, data, and systems are aligned.

AI Engineering Assurance exists to close that gap. We work closely with founders and builders to make sure that whatever you build, works today and will not become painful to work on tomorrow.We ensure that AI-generated output is not only deployable, but scalable coherent, and maintainable. We deliberately put humans back into the loop where experience, structure, and accountability are still required. You can think of us as the human guardrails.Together with you, we continuously validate your codebase:Matches the original business and functional intentions?Fits the system as a whole?Can be safely evolved over time?Is ready for real production use?The result is software that benefits from AI speed without inheriting long-term technical debt.

What we bring:

Experienced engineers and technical leaders who understand both AI tooling and real-world production systems.

People who know:

  • How AI coding agents behave in practice
  • Where hallucinations and silent assumptions typically appear
  • How unstructured AI output becomes expensive later
  • When speed is creating leverage and when it is quietly creating risk
  • How to prevent over-engineering as well as under-engineering

We act as sparring partner, guide, and final line of accountability.

Ideal for:

Organisations that:

  • Use AI-assisted development internally
  • Experiment with AI coding agents or autonomous workflows
  • Want to move faster without losing control
  • Have developed working systems that now need to scale and evolve
Our principal

Human + AI = Production Readiness

We don’t replace developers with AI. We don’t slow teams down because we don’t trust the outcomes of AI. We combine the best of both worlds.

We make sure that:
AI is guided instead of trusted blindlyQuality does not erode under speedHallucinations are caught before they become part of the foundationsOver-engineering and under-engineering are both avoidedWhat ships today does not become a liability tomorrow.

Human Intelligence
Judgment, strategy, and relationships
AI Intelligence
Pattern recognition, consistency, and speed
Collaborative Intelligence
Amplified wisdom and scalable insights

Explore other services

Fractional technology leadership

Latest insights

A sharp lens on what we’re building and our take on what comes next.

See more
Why enterprises are moving to domain-specific AI systems
Workforce digital twins: the operating system behind successful AI adoption
[Whitepaper] The AI Transformation Framework