Artificial neural network visualisation
Patented ANN Technology

World-Leading Emotional Perception Artificial Intelligence

Emotional Perception AI ("EPAI") conducts extensive development work and research in the fields of Artificial Intelligence, Machine Learning and Artificial Neural Networks. Our IP and patents are exploitable and available for commercialisation.

Feb 2026 UK Supreme Court ruling in EPAI's favour
UK, US, Intl Granted patent jurisdictions
70+ Patents secured across TMC² Global
World-Leading Research

Protected Innovation in Cognitive AI

EPAI's work includes both fundamental research and protected innovation in next-generation search engines, as well as core concepts in Generative AI. Our research team has developed and patented technology that enables cognitive AI solutions to real-world problems where established off-the-shelf frameworks fail to accomplish the task.

This expertise has seen, and continues to see, the securing and granting of many intellectual property rights, including now patented technologies in the UK, the USA and internationally.

Artificial Neural Networks

Technology that trains an ANN to perceive content in a way that mirrors human attitudes and mental interpretation.

Closing the Semantic Gap

The long-standing holy grail of AI: narrowing the distance between reality and what an ANN reports reality to be.

Protected Worldwide

Granted and pending intellectual property covering core AI concepts in the UK, the USA and internationally.

Available to License

All EPAI IP and patents are exploitable and available for commercialisation, licensing and partnership.

World Leader and Influencer

A Landmark Supreme Court Ruling

In November 2023, Emotional Perception AI paved the way for AI innovation in the UK by securing a landmark ruling in the High Court, which opened the doors for artificial intelligence entrepreneurs and investors seeking patent protection in the UK.

The case centred on a technique that trains an ANN to perceive content in a way similar to human attitudes and mental interpretation. The innovation focuses on closing the semantic gap, which is the difference between reality and what the ANN suggests reality to be. Closing the semantic gap has often been described as the holy grail in AI technology.

On 11 February 2026, the UK Supreme Court issued its decision in a landmark ruling on patent protection for AI and computing technologies. Emotional Perception AI Ltd won a favourable ruling which has reinforced confidence in the UK as a hub of AI and computing innovation, and reflects the stated position of successive UK governments to position the country as a leader in these technologies. The UK digital economy already generates around £227 billion to £286 billion in activity, supporting roughly 2.6 million to 2.9 million jobs, or one in every 13.

At the heart of this David and Goliath case was whether artificial neural networks, a core component of AI systems, can be considered patentable inventions under UK law. The objective of the EPAI invention is a concept known as AI vector search and, more specifically, achieving the holy grail of AI technology: closing the semantic gap between the output of an ANN and how people actually interpret data and think.

The application of the EPAI technology is, in essence, an improved recommendation or search engine within a better system, so it has implications for internet searching and the fast identification of relevant content, whether that is a music track, a film or an effective medical treatment regime.

  1. NOV 2023

    High Court Ruling

    EPAI wins a landmark decision opening the door to AI patent protection in the UK.

  2. 2024 TO 2025

    Appeal to the Supreme Court

    The case proceeds to the UK Supreme Court under docket SC 2024/0131.

  3. 11 FEB 2026

    Supreme Court Decision

    EPAI wins a favourable ruling on the protectable nature of artificial neural networks.

Cross-Sector Application

Where EPAI Technology Applies

Our work covers diverse fields of technology, including fintech, music, media (including news gathering and curation) and medical product applications.

  • Fintech
  • Music
  • Media and News Curation
  • Medical Products
  • Search Engines
  • Generative AI
Parent Company

About TMC² Global

AI research and investment

TMC² Global ("TMC²") is an award-winning AI research and investment firm. Its core area of expertise is artificial intelligence and machine learning, having secured more than seventy patents for applications in fintech, music, media and emotional perception.

TMC² was created to evolve and commercialise a portfolio of technology ventures. TMC2 originates, grows and attracts investable opportunities in technology, with a strong focus on artificial intelligence.

TMC² Global is a venture builder partner for Hub71's Initiate Program. Hub71 is Abu Dhabi's global technology ecosystem, bringing together founders, investors, corporates and government partners to accelerate the growth of technology startups.

TMC² has curated a cross-sector portfolio that allows it to capitalise on the transformative potential of artificial intelligence in dynamic, high-growth sectors, building on its current AI, machine network, neural network and LLM competencies.

Commercialisation and Licensing

Our IP and Patents Are Available for Commercialisation

All EPAI IP and patents are exploitable and available for commercialisation. Get in touch to discuss licensing, investment or a commercial partnership with EPAI and TMC².

Ken Lythgoe Primary contact
+44 7454 004 165 Direct line
ken@tmc2.ai Email