I'm an AI Automation Engineer with 20+ years of experience turning operational complexity into automated, measurable outcomes. I build production-ready AI agents, LLM-based systems, and end-to-end workflow automation that eliminate manual processes and deliver real business impact.
My background spans LEAN process optimization, data engineering at scale, and now AI automation — every system I build is grounded in how businesses actually work, where the real bottlenecks are, and what results actually matter.
On this site you'll find selected business cases, technical work, and references — all designed to show what I build, how I build it, and what it delivers.
Whether you're a hiring manager, founder, or tech lead: start with the business cases. The results speak for themselves.
➤ Curious what production AI automation looks like? See Business Cases →
“Vibe utilized our data and tools to the fullest – and always with well-articulated, grounded business rationale. As the collaboration grew closer,
it was almost as having her as an extension of the data team.”
— Ilkka Peltola, VP of Data, Ageras Group
“Vibe’s dashboards revolutionized our business insight across international markets.”
— Mikkel Jensen, Director, Ageras Advisory
➤ Want to know how others describe working with me? Visit About Me →
These aren't side projects or academic exercises.
Every case here ran in a live environment, connected to real systems, and delivered outcomes that got measured from day one.
➤ Want to explore all cases? See Business Cases →
From data engineering and SQL to AI agents and workflow automation — built in production, measured by outcomes. The full portfolio lives on GitHub and grows continuously.
➤ Explore the full technical portfolio: View GitHub Profile →
➤ Tools, certifications and learning path: DataCamp Portfolio →
Technical skills and project results only tell part of the story.
The rest is 20+ years of operational experience — from LEAN process design and business development to data engineering at scale to AI automation engineering.
I've worked directly with C-level leadership throughout my career, because the ability to bridge business and technology is rare, and it shows fast.'
➤ Read the full story → About Me & References
