AI consulting for mid-sized companies — from strategy to working systems

AI that survives contact with the business.

I help European companies decide which AI work is worth doing, and I build the systems that do it.

  • AI strategy
  • Applied AI engineering
  • Governance and adoption

Led by Claudius Gramse — AI operator, engineer, adviser, and founder of evonomics.

The implementation gap

The demo is rarely the difficult part.

Most organisations do not lack AI ideas. They struggle to choose the right ones, connect them to existing processes and data, control quality and risk, and earn adoption from the people expected to use them.

That is the gap evonomics closes: between an impressive prototype and a dependable capability the business can own, operate, and improve.

Experience that compounds

Operating inside. Advising across. Writing from the work.

  1. Operating inside

    Day to day, I am responsible for how a regulated firm adopts and runs AI: from the technology through governance and processes to the organisation.

  2. Advising across

    Through evonomics, I help other organisations make the same difficult transition from AI ambition to responsible implementation, adapted to their own context.

  3. Writing from the work

    In the AI Leadership Journal, I write up what the operating and advising roles teach me, without converting every product release into a revolution.

The roles are separate, but the experience reinforces itself: operational accountability keeps the advice grounded, and work across organisations sharpens the operating perspective.

Strategy with technical depth

I still build the things I advise on.

evonomics combines business and organisational experience with hands-on AI engineering. The work ranges from architecture and prototypes to production-oriented workflows, integrations, evaluation, and operational controls.

Python, JavaScript, APIs, agent frameworks, retrieval systems, and observability tools are part of the toolkit. So are low-code and no-code platforms when they are the fastest sensible route. The technology serves the problem, not the other way round.

  • AI operating models and delivery portfolios
  • Knowledge systems, assistants, and RAG
  • Agentic workflows and business-process automation
  • Evaluation, quality control, and observability
  • Privacy, security, governance, and human oversight
  • Organisational adoption and AI fluency

AI Leadership Journal

Unhyped AI analysis for people who have to make decisions.

The Journal picks out the developments that bear on a decision in front of you and skips the rest of the week’s news. I judge each one by what it would cost you and what it could break in your production systems.

No recycled announcements. No breathless predictions. Useful analysis, written from the work.

About Claudius Gramse

Technical enough to build. Experienced enough to know what the business needs.

I have spent more than 25 years working across technology, digital transformation, marketing, and organisational change. For the past five years, my focus has been the practical use of AI: how organisations choose it, build with it, govern it, and change the way people work around it.

I work from both sides of implementation, so I can go through the architecture with your engineers and the business case with your management, and tell you where the two don’t fit.

evonomics AI consulting is the practice of Claudius Gramse: AI strategy, governance and Fractional CAIO leadership for mid-sized companies in Germany, the Netherlands and Belgium. Not affiliated with evonomics.com.

Claudius Gramse, AI operator and adviser, founder of evonomics.

Move beyond the pilot

Bring the project that has stalled.

In the first conversation I’ll tell you what I would do next, and whether you need me for it.

Contact Claudius

What are you trying to make work?

A few sentences are enough. Name the process and say where it breaks.

Write a message

Prefer email? Reach me directly at info@evonomics.eu.