AI opportunity review
Find the right starting point
Review your processes, select a useful AI opportunity and define the first implementation step.
What you receiveRecommended use case and implementation plan.
Experience across teams at
Enterprise systems. Real users. Production responsibility.
Selected organizations from my professional experience. See roles and project context ↗
Ways to work together
From the first decision
to working software.
Focused pilot
Make one use case work
Build a focused pilot and check it against agreed success criteria before expanding the scope.
What you receiveWorking pilot and evaluation.
Development & integration
Bring it into everyday use
Develop and integrate software in your existing systems, with testing and handover to your team.
What you receiveVerified software increment and handover.
Selected work & outcomes
Experience that reaches
the working system.
IPG Mediabrands
Company knowledge, connected to the application
Knowledge retrieval and semantic search were integrated into a product workflow, alongside the existing application services.
Tech Lead / Senior Software Developer · 2025–2026
ITMAGINATION / NFG
Documents and wikis in one searchable knowledge layer
Documents and wiki content became searchable by meaning, with retrieved material traceable to its source.
Project experience · 2021–2024
AI & engineering
AI inside a process
you can trust.
I connect AI to the sources and systems a team already uses. Models work within a defined process, with clear responsibilities and checks. The aim is software that solves a business problem and can be maintained after release.
Context
Use relevant company knowledge and respect access to sources.
Workflow
Give models bounded roles and make their handoffs inspectable.
Verification
Check answers and software changes before they reach production.