Self Employed

Entrepreneurship reset my approach.

I built, experimented, and focused on what drives results:

→ Strategy is everything in AI.
→ Real impact needs execution and leadership.
→ Teams drive value, not just ideas.

In the past year, I helped CEOs & founders. 
Together we turned AI into actual business value.

✅ Built AI systems that saved 100s of hours/month
✅ Helped leaders apply AI fast and with confidence
✅ Drove new product growth from zero to traction
✅ Launched lead gen engines delivering 5–10 qualified leads/week
✅ Driven ideation and growth of new AI products
✅ Coached founders to viral growth, product validation and more 

I also built a trusted voice in the space:

→ 9,000+ audience
→ 1.5M+ annual impressions
→ #1 AI/ML voice in Estonia (Favikon)

Today, I advise companies on:

Today, I help tech companies:

→ Define and execute AI adoption strategies
→ Align AI projects with business growth
→ Build internal AI teams and workflows

Looking ahead, I'm seeking a role where I can:

→ Lead AI product or transformation initiatives
→ Scale high-performing, driven teams
→ Drive business outcomes that matter

If you're building with AI, maybe I can help.
Let's talk about how to make it real!

AI Strategy & Growth Consultant

Zentrik

Zentrik had strong tech, but unclear messaging.

The story didn’t land. Growth had stalled.

I stepped in to lead positioning and GTM.
→ Refined messaging to target early adopters
→ Built trust with strategic AI-driven content
→ Set up a full growth engine from scratch

In just 4 months, we turned it around.

→ Doubled users through focused content & strategy
→ Hit 20K+ weekly impressions, higher visibility
→ Improved conversions and link to early adopters
→ Built a content system that kept new users flowing

Zentrik had the product.
I made sure the right people saw it.

Head of Product Growth

Philips

I led AI-driven feature work on a flagship CT system.

This was Philips' top-priority product in СT imaging.

→ Prioritized key features across tech and product
→ Delivered 80%+ of roadmap milestones on time
→ Aligned work across R&D, research, and clinical

I also continued to drive AI innovations
Integrating deep tech that mattered.

→ Integrated AI-based denoising
→ Increased image clarity and noise reduction
→ Validated results with clinical partners in the loop

To scale this work, I built lean systems.

→ Created frameworks for model testing and review
→ Automated dev flows to speed up iteration

We made AI practical and impactful for clinicians.

Product Owner

I earned my first official leadership role in 2021.

It started with doubt — and turned into trust and results.

I led an AI & imaging research team of 12–13 people.
We delivered real impact, year after year.

→ Drove 40+ patents and 10+ key innovations yearly
→ Built one of the top-performing teams in the lab
→ Maintained 90%+ engagement year over year

Leadership was more than output.
In fact, it was personal.
Mentorship and team growth always remained top priority.

→ Helped team members grow into leadership roles
→ Created non-intrusive systems for team support

I also led beyond my own group.
My role scaled with the org as it evolved.

→ Drove best practices across research leads
→ Supported Philips' global restructuring in 2023
→ Conducted 20+ interviews to grow the talent bench

This role taught me how to lead with clarity, care, and scale.

Imaging and AI Team Leader

Before leadership, I led with code and ideas.  

I pushed AI into imaging where it made impact.

→ Filed 12 patents tied to core imaging innovations  
→ Led 6 AI-driven initiatives across Predictive Analytics and CT  
→ Proposed 2 new projects — 1 secured exec support  

Beyond research, I built tools that helped others move faster.  

→ Built 3 frameworks for code, QMS, and workflows  
→ Sped-up AI experimentation and validation  
→ Improved team output with better dev practices  

I stayed hands-on throughout, pushing product-ready AI.  

→ Led model design for key imaging challenges  
→ Developed deep learning pipelines for denoising  
→ Shipped code used in clinical-facing prototypes  

This role built the foundation I still lean on today:
  
Ideas, execution, and systems that scale.

Senior Scientist

Ran a global release train for AI and imaging products.

50+ people, 5 countries, 1 mission: deliver at scale.

→ Managed cross-functional teams across 5 time zones
→ Oversaw a $5M+ innovation portfolio in medtech
→ Led delivery planning in a regulated SAFe setup

My role blended execution with strategic oversight.
We shipped high-value features, on time and on target.

→ Aligned stakeholders across tech and product orgs
→ Drove compliance with lean QMS processes
→ Coached Scrum Masters to boost team velocity

These projects weren’t just innovation on paper.
When shipped, they brought real business impact.

→ Key features drove tens of millions in revenue
→ Led to happy customers and patients

This role sharpened how I lead large, distributed teams.
High stakes. High complexity. Real results.

Release Train Engineer

I stepped up to coach two global Agile teams.
Early trust came from clear wins and steady delivery.

→ Led 2 teams across EU, India, and the US
→ Applied SAFe and Scrum to match our needs
→ Increased focus and alignment in day-to-day work

One team built models for predictive analytics.
We made them faster and more effective.

→ Delivered 10+ models used in real deployments
→ Hit targets across multiple project cycles
→ Saved $50K+ in the first year of rollout

I helped teams move faster with smarter systems.

→ Built 3 tools for workflows and compliance
→ Improved data handling and code quality
→ Streamlined dev work across research projects

This role shaped how I support teams at scale.
With clarity, structure, and trust — results followed.

Scrum Master

I started strong — filing patents within my first year.
I earned trust fast, and kept pushing for more.

→ Filed 6+ patents and research publications
→ Drove AI innovation in CT and X-ray systems
→ Secured public grants with in-house R&D matches

By 2018, I focused on predictive analytics at scale.
Cost savings, better models, and real-world use.

→ Built models to support X-ray service decisions
→ Achieved $50K+ in yearly operational savings
→ Shifted from MATLAB to Python + ML pipelines

In 2019, I co-led a €2M innovation assessment.
We spotted risks others missed and acted on it.

→ Uncovered misalignment in a major AI project
→ Redirected €1M to a stronger software initiative
→ That pivot later drove €100M+ in product revenue

I learned early how to turn insight into direction.
And how to speak up — when it mattered most.

Research Scientist

Stealth Startup

We set out to explore how AI could disrupt business.

The plan: test fast, grow lean, and stay hands-on.

With 3 other AI experts I co-founded my first start-up.
We focused on audience building and distribution.

→ Grew a newsletter to 1,000+ in 3 months
→ Attracted early sponsor interest

I led a 4-person team across ops and content.
We used AI to speed up writing and research.

→ Built systems for LinkedIn and newsletters
→ Created no-code workflows for trend tracking
→ Automated outreach and content ideas

This work sparked my own brand momentum.
That still continues to this day.

The startup paused as the team moved on.
But the systems & lessons still drive how I build.

Co-Founder

CEA - Commissariat à l'énergie atomique et aux énergies alternatives

PhD project in scatter correction in energy-resolved x-ray imaging

Doctoral Researcher

Tampere University Hospital

Master thesis project aiming at correcting metal artefacts in pelvic CT images

Master Thesis Student

North Estonia Medical Centre

A research project aimed at developing a software tool that would evaluate quality assurance indicator dependence on CT reconstruction parameters

Researcher

Statistical analysis of radiation dose across varying hospital machines and examination protocols

LBN Medical A/S

Technician

Roesys GmbH

Supercharging your content creation with AI | AI & Tech innovator | GPT Builder | AI Artist

I started driving AI innovation the hard way.

It was slow. Frustrating. Felt like pushing a boulder uphill.

I was juggling things like:

⚫ AI models stuck in endless proof-of-concept cycles
⚫ Teams struggling to connect AI to business impact
⚫ Products with potential but no clear market strategy

It drained time, budgets, and momentum.

As an AI leader, I didn’t have:

🔴 Clear alignment between tech and business teams
🔴 The right frameworks for AI adoption
🔴 A repeatable way to turn AI into revenue

We did what we could. But real ROI felt out of reach.
Too many roadblocks. Too little traction.

That’s why I do what I do today.

I help companies bridge AI innovation and business impact.

✅ Driven AI innovations delivering 6-figure savings
✅ Developed 10+ predictive models for real impact
✅ Led 7-figure AI initiatives turning research into products
✅ Doubled user numbers for an AI-driven product
✅ Hold 10+ patents in AI & predictive modeling

If you’re scaling AI and want to:

→ Align teams around AI strategy and execution
→ Turn AI research into real business outcomes
→ Lead AI adoption without endless bottlenecks

DM me "AI Growth" and let’s explore how I can help!

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