GVR AI by Gennady Roshchupkin
AI Strategy · Agents · Automation · Scientific AI

From AI experiments to working AI systems.

I help organisations identify, design and implement useful AI solutions—from AI agents and workflow automation to advanced scientific and healthcare AI.

AI Agents Workflow Automation AI Strategy LLM Integration Workshops Scientific AI

15+ years of expertise in AI, machine learning, and data science

Assistant Professor at Erasmus MC · AI Strategy Programme Manager at UMCNL · Scientific Advisor

Dr. Gennady Roshchupkin on the Rotterdam waterfront

Rotterdam · Senior AI strategy & scientific guidance

What GVR AI delivers

Two clear tracks: practical agents and automation for any organisation—and deep scientific advisory where healthcare and research demand it.

Track 1

AI Agents & Automation

For companies and teams that need working systems—not another slide deck.

AI Agent Development

Agentic systems that search, reason over company knowledge, use tools, and execute multi-step tasks.

  • Knowledge-grounded agents over documents and data
  • Tool use, APIs, and multi-step task orchestration
  • Report generation and research automation
  • Guardrails, evaluation, and human-in-the-loop design

Workflow Automation

Find repetitive knowledge work and redesign it around AI, APIs, and automation.

  • Process discovery and opportunity mapping
  • AI-assisted workflows for internal teams
  • Integration with existing software and data
  • Practical rollout plans that teams can own

AI Integration & Prototyping

Connect modern AI models to your databases, documents, and tools—and ship a proof of concept fast.

  • LLM integration with internal systems
  • Rapid prototypes and demos for stakeholders
  • Architecture choices that avoid lock-in and hype
  • Path from prototype to production-ready design

AI Workshops & Training

Practical sessions for management, technical teams, and professionals.

  • Executive briefings on modern AI and agents
  • Hands-on agent and workflow workshops
  • Capability building for product and engineering teams
  • Tailored formats from half-day to multi-session programmes
Track 2

AI & Scientific Advisory

For organisations where scientific credibility, validation, and healthcare or biomedical context matter.

Strategic AI Advisory

Where AI can create real value—and where it cannot.

  • AI opportunity and portfolio assessment
  • Research and product strategy
  • Data and infrastructure readiness
  • Scientific advisory board participation
  • Partnerships across academia, industry, and healthcare

Scientific Review & Validation

Independent senior scrutiny before you invest, publish, or scale.

  • Model and methodology review
  • Validation and benchmarking strategy
  • Bias, leakage, generalizability, and robustness
  • Multicentre and population-level evaluation
  • Explainable and privacy-preserving AI

Keynotes & Scientific Masterclasses

For audiences that need depth—not generic AI motivation talks.

  • Keynotes and invited lectures
  • Scientific and technical masterclasses
  • Healthcare and life-science AI briefings
  • Sessions for mixed clinical, research, and industry rooms

Engagement formats

Clear ways to buy help—starting with a focused discovery session.

Format Best for Typical result
GVR AI Discovery Session Any team with a workflow or AI idea to pressure-test Process analysis, opportunity map, recommended architecture, and next-step plan (90–120 min)
AI Strategy Sprint Leadership teams and new initiatives Prioritized opportunities, risks, and roadmap
LLM & Agent Integration Product, operations, and innovation teams Use-case selection, architecture guidance, and safe deployment plan
Independent Scientific Review Startups, investors, hospitals, research orgs Clear assessment of evidence, claims, and validation gaps
Advisory Partnership Companies and consortia Ongoing senior scientific and strategic guidance
Workshop or Keynote Conferences and organisations A tailored session for the intended audience

Selected speaking topics

Sessions for executive, technical, scientific, clinical, or mixed audiences.

  • From Experiments to Systems: Making AI Agents Actually Useful
  • Better, Faster, Stronger? What AI Can—and Cannot—Change in Healthcare
  • How AI Transforms Genomic Data into Biological Insight
  • Why Epidemiology Can Save Your AI Project
  • From Promising Model to Trustworthy Medical AI
  • Responsible AI Without Killing Innovation

Sessions can be designed for executive, clinical, scientific, technical, or mixed audiences—from accessible one-hour keynotes to full-day practical workshops.

Erasmus MC campus in Rotterdam
From lecture hall to boardroom 70+ invited talks across universities, hospitals, consortia, and industry.

Credibility in practice

Selected advisory work and the differences that matter when AI has to work in the real world.

Case study

Scientific Advisor — OASYS NOW

Advising the Dutch healthtech company on privacy-preserving analytics, federated approaches, and scientifically credible applications of health data. OASYS NOW was the winner of Slush 100 in 2024.

Connected across Erasmus MC TU Delft UMCNL CHARGE Rotterdam Square Graduate Ventures

Have a workflow you think AI could improve?

Tell me how it works today. I can help determine whether AI is actually useful, what architecture makes sense, and how to get from idea to a working prototype.

Discovery session