STAMINA (pandemic crisis prediction), TREEADS (fire management), and LAW-GAME (crisis training) all center on AI-driven emergency response tools.
SQUAREDEV
Belgian AI SME building machine learning and predictive analytics tools for crisis management, health diagnostics, and environmental security.
Their core work
SQUAREDEV is a Belgian technology SME that builds AI-powered software solutions for crisis management, emergency response, and decision support. Their work spans pandemic prediction systems, wildfire management platforms, AI-driven cancer diagnostics, and gamified training environments. They contribute machine learning, NLP, and predictive analytics components to large European consortia tackling security and health challenges.
What they specialise in
All four projects — STAMINA, INCISIVE, LAW-GAME, TREEADS — rely on ML, deep learning, or predictive models as core technical components.
INCISIVE focuses on multimodal AI toolboxes for breast, colorectal, and lung cancer diagnostics using federated learning and XAI.
LAW-GAME develops interactive digital gamification and VR-based experiential training for law enforcement and crisis preparedness.
TREEADS builds an integrated fire management ecosystem covering prevention, detection, and environmental restoration.
How they've shifted over time
SQUAREDEV entered the H2020 landscape in 2020 focused on pandemic preparedness, NLP-based early warning systems, and AI diagnostics for cancer research — reflecting the urgent priorities of that period. By 2021, their focus shifted toward environmental security (wildfire management, forest restoration) and immersive training technologies (serious games, VR). The trajectory shows a company broadening from health and security analytics toward environmental AI and experiential simulation.
SQUAREDEV is moving from pure data analytics toward applied AI systems that combine prediction with immersive human interaction (VR, gamification) and environmental monitoring — expect future work at the intersection of AI, simulation, and climate resilience.
How they like to work
SQUAREDEV operates exclusively as a consortium participant, never as coordinator, which is typical for a specialized tech SME contributing software development expertise to larger projects. With 130 unique partners across 28 countries in just 4 projects, they consistently join large-scale consortia (averaging 30+ partners per project). This broad but non-leading role suggests they are a reliable technology contributor that integrates well into complex multi-partner setups.
Despite only 4 projects, SQUAREDEV has built a remarkably wide network of 130 partners across 28 countries, indicating participation in very large EU consortia with pan-European reach. No obvious geographic concentration — their partnerships span the continent.
What sets them apart
SQUAREDEV's distinctive value is their ability to apply AI and machine learning across very different domains — from pandemic prediction to wildfire management to cancer diagnostics — all within a short timeframe. This cross-domain AI versatility, combined with their SME agility and Brussels base, makes them an attractive technology partner for consortia that need practical AI integration without the overhead of a large corporation. Their recent move into VR/gamification adds an experiential dimension that pure analytics firms typically lack.
Highlights from their portfolio
- TREEADSTheir largest funded project (EUR 378K) addressing wildfire management with AI — a rapidly growing priority area in EU climate adaptation policy.
- INCISIVEDemonstrates SQUAREDEV's health sector capability with federated learning and explainable AI for multi-cancer diagnostics, their most technically ambitious AI application.
- STAMINAPandemic crisis prediction project launched in 2020 — shows the company's ability to mobilize quickly on urgent societal challenges using NLP and predictive analytics.