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AI Engineer & Applied Consultant that gets you measurable ROI from AI

80% of AI projects fail. Yours doesn't have to.

Are you struggling with:

  • AI tool paralysis in the sea of neverending options?
  • Teams wasting resources on unproven solutions?
  • AI solutions disconnected from your company knowledge?
  • Terrified of wasting budget on failed projects?

Book a Free 30-min Strategy Call!

Portrait of Rok Popov Ledinski, AI engineer and consultant

Real results from real implementations:

  • 20,000 developer hours saved annually through automated test generation at global fintech
  • 50% to 82% accuracy improvement for failing banking AI in 8 weeks
  • 12 hours reclaimed weekly per teacher through AI administrative assistant
  • 30% test coverage improvement after previous AI initiatives failed
  • Zero system disruption while delivering 10x ROI in first year

See Full Case Studies →

Quick Intro

Hi, I'm Rok - an independent AI engineer and applied consultant specializing in production-ready implementation. I help growth-stage companies deploy AI systems that actually work through evaluation-first methodology and technical expertise. With over 5 years of engineering experience at Adyen and hands-on AI project delivery, I focus on bridging strategy and execution to deliver measurable business value.

You should work with me if:

  • You need AI systems that work in production, not just demos
  • Your team lacks clear evaluation frameworks for AI projects
  • You want someone who bridges technical depth with business outcomes
  • Your AI needs require someone who understands both AI capabilities and production software engineering

Book a Free 30-min Strategy Call!

Here's what sets me apart and how I can help drive value for your business:

  • Software Engineering Advantage


    Unlike AI/data consultants who excel at AI models but struggle with production systems, I architect end-to-end solutions that integrate seamlessly with existing business infrastructure.

  • Proven Integration Expertise


    With 5 years at Adyen building mission-critical payment and AI systems, I bring deep integration expertise to every AI project. I ensure AI solutions connect seamlessly with your existing systems and data, avoiding the technical debt that dooms most implementations.

  • Evaluation-First Approach


    My evaluation frameworks validate AI investments before you commit resources. This methodology consistently beats the 80% industry failure rate by identifying data issues, integration challenges, and ROI metrics upfront, saving you from costly failures.

  • Cross-Industry Experience


    I've delivered AI solutions across education, enterprise, and customer support. My methodology applies across industries, identifying what works in your specific context and delivering measurable results to your business regardless of sector.

  • Production-Ready Implementation


    While most AI projects never move beyond demos, I specialize in building systems that perform in real-world conditions. My focus on production deployment, data quality, and business metrics ensures your AI investment delivers actual value, not just impressive demos.

Frequently asked questions

How do you ensure AI projects don't fail like 80% of implementations?

My evaluation-first approach validates AI feasibility before major investment. We assess your data quality, integration requirements, and success metrics upfront. This methodology identifies potential issues early, ensures alignment with business goals, and creates a clear implementation roadmap that dramatically improves success rates.

What types of AI projects do you specialize in?

My expertise lays in implementing production-ready AI systems that integrate with existing business data and workflows. This includes RAG knowledge systems, customer support AI, educational assistants, and business process automation. My focus is always on solutions that deliver measurable ROI, not just impressive demos.

Do you work with clients who have little technical AI knowledge?

Absolutely. Many of my clients have limited technical AI expertise. I bridge the gap between business needs and technical implementation, explaining concepts in clear language and focusing on business outcomes rather than technical jargon. My goal is to empower you to make informed decisions without requiring deep technical knowledge.

How do you handle data security and confidentiality?

Data security is foundational to any system. I implement industry-standard encryption for all data transfers, sign comprehensive NDAs before accessing any information, and follow strict security protocols throughout the project lifecycle. I can seamlessly integrate with your existing security infrastructure or help establish appropriate safeguards for your AI systems.

What's your pricing structure?

I offer both project-based pricing and monthly retainers based on your needs. Project fees are determined by scope, complexity, and expected business impact rather than hours worked. For ongoing AI implementation and optimization, I provide flexible retainer packages. Let's discuss your specific requirements to determine the most effective approach.

How do you measure success for AI implementations?

Success is measured by the specific business metrics we establish during the evaluation phase. This might include reduced support costs, time saved, revenue generated, or other KPIs aligned with your business goals. I implement monitoring and observability frameworks that track these metrics continuously, ensuring you can clearly see the ROI of your AI investment.

How do you communicate progress and results?

I provide structured weekly updates with measurable progress metrics, host regular alignment meetings, and document all implementation decisions. My evaluation framework creates transparency throughout the process, ensuring you always understand where we are, what's next, and how it connects to your business goals.

  • Let's solve your implementation roadblocks!


    Want to see if we're a match? Let's have a chat and find out. Schedule a free 30-minute strategy session to discuss your AI challenges and explore how we can work together.

    Book a Free Intro Call