Founder

About AI Connect Lab

AI Connect Lab is led by Jaroslaw Mrugala and focused on practical work around forecasting, scoring, and decision support for operations-heavy businesses.

Why this background matters

Delivery credibility before expansion

The positioning is intentionally conservative: define the planning problem clearly, assess the data honestly, and recommend a next step that the client can defend.

Business and delivery background

Jaroslaw brings more than 15 years of enterprise IT delivery experience across complex environments. That includes cross-functional work spanning stakeholders, requirements, risk, budget, delivery coordination, and hands-on problem solving.

Technical and analytical foundation

He combines coding ability with a computer science and mathematics background, which supports a practical approach to applied AI and data analysis rather than generic consultancy language.

Relevant certifications

PMP, PSM I, and IPMA. The emphasis is disciplined delivery and realistic scope, especially when a business is testing a new capability.

What this means for clients

The work starts from the operational decision that needs improvement. That keeps the engagement grounded in business reality instead of drifting into abstract AI messaging.

Working style
"The job is to reduce uncertainty around a specific business decision — not to manufacture excitement around AI."

That is why the launch offer starts with a forecasting audit and keeps rollout decisions conditional on evidence.

Best reasons to call

  • You already forecast something important, but the process feels fragile or overly manual
  • You want an outside view on whether a pilot is justified before wider investment
  • You need practical framing for forecasting, scoring, or decision support work without inflated promises