AI strategy & advisory
Turn an ambiguous AI opportunity into a technically sound plan before committing engineering budget.
Reliable AI at every layer.
Unlayer AI helps organizations design, evaluate, and improve AI systems that need to be explained, validated, and defended.
01 / Expertise
Focused expertise for complex, high-stakes projects.
We work where standard solutions are not enough: complex objectives, specialized domains, tailored ML modeling, and systems that must stand up to scrutiny.
Reliable & explainable AI
Establish evidence that an AI system is trustworthy, testable, fair, and robust in real use.
Advanced AI R&D
Develop tailored methods when standard methods cannot meet objectives, constraints, or transparency requirements.
02 / Selected work
What the work looks like in practice.
Selected engagements showing the business or technical problem, the AI method involved, and the result or work delivered.
Interpretable AI optimization
Better performance, without sacrificing transparency
ResultA tailored interpretable AI method improved the target KPI by 30% while accelerating execution by 20x.
AI-first biotechAI strategy & transparent modeling
Shaping transparent AI for scientific modeling
Work deliveredHelping define the AI direction and develop agent-based approaches for transparent, data-driven model discovery.
Pharma & MedTechAI offering & prototype delivery
Turning AI opportunities into usable offerings
Work deliveredDeveloping new AI offering around technical validation (incl. LLM evals) and running internal pilots focused on practical time and cost savings.
03 / Approach
Rigor at every layer.
Good AI work starts before model selection and continues after deployment. Our approach keeps technical decisions anchored to objectives, evidence, and operational reality.
Ground the problem
Start with the objectives, constraints, available data, current baseline, risks, and expected return.
Right-size the method
Choose the simplest approach that meets the need, from classic machine learning to LLM agents and specialized AI methods.
Carry it through
Support the work from technical strategy and reliability guidelines through to prototype and production implementation.
Senior-led practice
Research depth meets industry delivery.
Unlayer AI is led by Dr. Marco Virgolin, who combines cademic AI research, senior industry leadership, and hands-on engineering. He has led AI teams, built production ML and LLM systems, and published work in explainable AI, optimization, and responsible AI.
04 / Insights
Perspectives from the work.
Practical notes on researching, evaluating, and building reliable AI systems.
Start a conversation
Let's unlayer your challenge.
Whether you need an independent technical view, a reliability framework, or hands-on R&D support, tell us what is at stake.
hi@unlayer.ai