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.

01.1

AI strategy & advisory

Turn an ambiguous AI opportunity into a technically sound plan before committing engineering budget.

FeasibilityRisk assessmentTechnical roadmap
01.2

Reliable & explainable AI

Establish evidence that an AI system is trustworthy, testable, fair, and robust in real use.

LLM evalsExplainabilityMonitoring
01.3

Advanced AI R&D

Develop tailored methods when standard methods cannot meet objectives, constraints, or transparency requirements.

Neuro-Symbolic AIMulti-objective optimizationCausal analysis
02 / Approach

Rigor over hype.

Good AI work starts before model selection and continues after deployment. Our approach keeps technical decisions anchored to objectives, evidence, and operational reality.

02.1 / Context first

Ground the problem

Start with the objectives, constraints, available data, current baseline, risks, and expected return.

02.2 / Rigor over hype

Right-size the method

Choose the simplest approach that meets the need, from classic machine learning to LLM agents and specialized AI methods.

02.3 / From concepts to code

Carry it through

Support the work from technical strategy and reliability guidelines through to prototype and production implementation.

Unlayer AI mark
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.

Leadership profile
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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