About

We build accountable AI for high-stakes work.

Qriton is a European deep-tech company building Critical AI for infrastructure, industry, public institutions and regulated work, where a wrong, unexplained or leaked answer is not an option.

Our mission is to make important machine decisions traceable, reviewable and accountable.

Born where every finding had to be defensible.

Qriton started in 2024, during Romania’s elections, building systems to detect coordinated influence: work where every conclusion had to stand up in front of analysts, editors and institutions.

That discipline became our product principle: a decision is only useful if you can show how it was reached. Our products keep the sources, the records and the human review together, and our research explores energy-based (Hopfield) models as one route to more inspectable AI.

Today we work with EU clients and consortium partners on critical-system resilience, and we are expanding into enterprise and industry.

Milestones.

2024

Started during Romania’s elections, detecting coordinated influence.

January 2026

Joined EUSAiR, the EU-funded pilot for EU AI Act regulatory sandboxes.

February 2026

Qriton Shield in production on our own web server.

March 2026

HLM training on the Leonardo supercomputer; Energy Language first published on PyPI.

July 2026

Qriton Flow launched; joined NVIDIA Inception.

August 2026

HLM5-3B Base published on Hugging Face as a research release.

October 2026

Eight months of Qriton Shield in production.

Leadership.

Marius Dima

Marius Dima

Founder and CEO · Cognitive AI and Enterprise

Andra-Lucia Martinescu

Andra-Lucia Martinescu

Defense and Strategic Research

Programmes.

EUSAiR
The EU-funded pilot for EU AI Act regulatory sandboxes. Qriton Signals took part from January to July 2026.
EuroHPC AI Factory
50,000 GPU hours on Leonardo BOOSTER at CINECA to train HLM.
NVIDIA Inception
NVIDIA’s programme for AI companies, which Qriton joined in July 2026.

Worked with

EDMO — European Digital Media ObservatoryEuropean Journalism ObservatoryVSquareContext.roOpSciAtlantic Council

Join the team building accountable AI.

BriefingPilot on your dataProduction