UMNAI

Company History and Founding Story

UMNAI was founded in 2019 by Dr. Angelo Dalli, who authored the theoretical framework for scalable neuro-symbolic AI in 2018. The company positions itself as a third-generation AI company, moving beyond rules-based systems and deep learning to a hybrid neuro-symbolic paradigm. Its core platform, Hybrid Intelligence, unifies neural pattern recognition with symbolic reasoning, enabling models to not only predict outcomes but also explain why those outcomes occur.

Business Model and Revenue

UMNAI offers its platform as a developer toolkit delivered as a SaaS solution on AWS. The platform covers architecture, runtime, and governance, allowing users to train models, define explicit world models using hypergraph structures, and encode reasoning quality and coherence for audit trails. The company targets regulated industries that require transparency, such as financial services, healthcare, public sector, and education. No revenue figures or funding rounds are publicly available, and the company remains privately funded.

Products and Platforms

The flagship product is the Hybrid Intelligence Platform, an end-to-end neuro-symbolic AI platform that enables developers to build, train, deploy, and govern explainable AI decision systems. It includes a developer toolkit, hypergraph-based knowledge representation, and built-in governance features for compliance. The platform is delivered as a secure SaaS solution on AWS, with enterprise-grade identity management and security governance implemented in partnership with The Scale Factory.

Market Position and Competitors

UMNAI addresses limitations of current AI, such as brittle prompts in large language models and opaque correlation-based predictions. Its neuro-symbolic approach provides causal understanding and grounded knowledge, differentiating it from traditional black-box AI providers. The company has been featured by the EIC Scaling Club as 'the missing piece of today's AI,' highlighting its role in enabling responsible AI deployment. Competitors likely include other explainable AI and neuro-symbolic startups, though market position is not extensively documented.

Partnerships and Clients

In 2024, UMNAI partnered with The Scale Factory, a UK-based AWS consultancy, to productionise its platform as a multi-account SaaS offering on AWS. The Scale Factory deployed AWS Control Tower, IAM Identity Centre, and Service Control Policies to ensure enterprise-grade identity management and security governance. This partnership underscores UMNAI's focus on handling sensitive customer data and proprietary model training in regulated environments.

Leadership and Culture

Led by founder and CEO Dr. Angelo Dalli and co-founder and Chief Commercial Officer Ken Cassar, UMNAI operates as a lean, research-driven organisation. The company emphasises a deliberate, contrarian research philosophy, starting with a theoretical framework before building the platform. Dr. Dalli is the inventor of the Hybrid Intelligence architecture with over 20 published inventions. Ken Cassar shapes go-to-market strategy and partnerships for financial services, healthcare, and the public sector.