AI Strategy & Use-Case Discovery
Finding where AI actually pays off, then turning it into a prioritized, fundable roadmap.
- Innovation & ideation workshops
- Use-case assessment
- Feasibility & prioritization
- AI readiness & roadmapping
I work with founders, teams, and enterprises to turn AI from a talking point into systems that ship, scale, and hold up in production. Strategy, agents, and delivery, from first workshop to running software.
Work delivered across finance, insurance, industry, and the public sector
From finding the right problem to running the finished system, without the parts that stall in a slide deck.
Finding where AI actually pays off, then turning it into a prioritized, fundable roadmap.
Designing and building autonomous agents and LLM systems end to end.
Taking pilots to production with the guardrails enterprises actually need.
A sample of AI and agent work across regulated, high-stakes environments. Client names are generalized.

Identified, scored, and prioritized AI use cases across IT operations, from CMDB accuracy to dependency mapping, and landed on one MVP candidate with a roadmap.
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Owned the governance workstream of a micro-segmentation program, connecting legacy networks with modern segmentation through a risk-based enforcement and routing model.
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Supported the rollout of an AI assistance solution with a structured requirements and evaluation logic, keeping governance and stakeholder clarity at the center.
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Designed and built an AI agent end to end: Azure Functions backend, real-time occupancy data, and Entra ID, delivered as a reusable Copilot Studio use case inside Teams.
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Scoped and designed a computer-vision solution to automate billing in a shipyard, from needs analysis to solution design in a pre-sales setting.
View case study ↗"Yannik brought clarity to a messy AI backlog. We walked out with a prioritized roadmap the whole team could stand behind."
Sarah Meier"The agent he built actually runs in production. No demo magic, just something our people use every week."
Daniel Roth"He explains AI without the hype and without the hand-waving. Governance was baked in from day one."
Rachel Kim"We got a clearer direction for how our AI efforts should grow, not just another proof of concept."
James Patel"Calm, structured, and fast. The workshop alone paid for itself in avoided dead ends."
Olivia Carter"Rare to find someone who can run the workshop and then build the thing. Yannik does both."
Michael Tan"Our AI assistance rollout finally had a structure behind it. Decisions became easy to defend to stakeholders."
Laura Bennett"He made the technical trade-offs understandable for a non-technical board. That is worth a lot."
Ethan BrooksI work with a small number of founders and teams at a time on AI strategy and agentic systems, from first workshop to running software. Let me know what you are building.
Start a project ↗Limited capacity for Q4