Services

Three ways I work with organisations

Every engagement starts with understanding your business problem — not with a technology recommendation. The three service areas below represent the most common ways I engage with clients.

AI Strategy & Roadmapping

For organisations that know AI matters to their future but haven’t yet translated that into a concrete investment plan with sequenced priorities, clear business cases, and realistic timelines.

What this includes:

  • AI maturity assessment across strategy, data, technology, and organisation
  • Use case identification and prioritisation workshop (value vs. feasibility matrix)
  • Build vs. buy vs. partner framework for each priority use case
  • 18-month AI investment roadmap with phased delivery approach
  • Board-ready business case documentation
  • Risk and governance framework aligned to EU AI Act where applicable

Typical engagement: 4–8 weeks. Delivered as a structured workshop series plus documentation.

AI Implementation & Delivery

For organisations that have a defined AI initiative and need architecture leadership, vendor governance, and delivery oversight to keep it on track — from design through to production deployment.

What this includes:

  • Solution architecture design and review for AI systems
  • Data architecture assessment and pipeline design
  • Vendor and platform selection support (RFP, evaluation, negotiation)
  • MLOps architecture: model training, deployment, monitoring, retraining
  • Integration architecture: connecting AI systems to existing enterprise platforms
  • Delivery governance: milestone review, risk tracking, escalation management
  • Production readiness assessment before go-live

Typical engagement: 3–12 months depending on scope. Structured as retained advisory or embedded delivery lead.

Process Automation & AI Integration

For organisations that want to use AI and automation to drive operational efficiency — reducing manual work, accelerating decisions, and building processes that improve over time.

What this includes:

  • Process analysis and automation opportunity mapping
  • AI-augmented workflow design (human-in-the-loop where it matters)
  • Document processing, classification, and extraction architectures
  • Conversational AI and internal knowledge systems design
  • Sector-specific automation patterns: finance, healthcare, telecom
  • Change management support for teams affected by automation

Typical engagement: 6–16 weeks for discovery and design phase. Implementation oversight ongoing.

How engagements work

Every engagement starts with a free 30-minute discovery call. I’ll ask about your situation, where you’re trying to get to, and what’s getting in the way. If there’s a good fit, I’ll propose a structured scope.

I work with clients across Poland, the EU, and globally. Engagements are typically a combination of remote workshops, regular advisory calls, and document review — with on-site work where needed.

I take a limited number of active engagements at any time to maintain quality. If you have a time-sensitive need, mention it in your first message.

Not sure which service fits?

Tell me what you’re trying to achieve. I’ll tell you honestly whether and how I can help.

Start with a discovery call