How EU funding is accelerating the development of a cybersecurity technology that analyses Dark Web users’ behaviour.

In this case study, I present how Bitdefender, using specific funding for innovation, developed DARWIN — a technology for identifying and profiling malicious Dark Web users. I explore the approach, its impacts on cybersecurity, and the role that non-reimbursable funding plays in accelerating innovation.

Ovidiu Mihăilă
fundingloop
2 min readJul 12, 2023

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Context.

The emergence of the Dark Web as a hub for illicit activities had exponentially increased the risks for citizens, businesses and governmental organisations. Bitdefender, a world-renowned security software provider, was committed to enhancing its detection capabilities, particularly by better understanding and profiling the behaviour of Dark Web users. To address this, Bitdefender researchers planned to develop the Dark Web Identity (DARWIN) technology using deep-learning methods, combined with feature engineering know-how.

Approach and Solution.

Acting as the funding advisor for Bitdefender, we suggested a scenario which involved funding for innovation within the form of a non-reimbursable grant. Working together with the research team, we focused on highlighting the innovation-driven nature of DARWIN Project and its impact for the organisations and experts that are fighting cybercrime. As a result, non-reimbursable funding was obtained, which provided the necessary financial resources for the development of the technology.

Impact.

With the acquired grant, Bitdefender was able to benefit on multiple levels:

  1. Innovation and Enhancement of Capabilities: Bitdefender used the funding to leverage the latest technologies and methodologies in AI and machine learning, further advancing its capabilities to identify, track, and profile malicious Dark Web user behaviour.
  2. Increase in Research and Development: The grant allowed Bitdefender to invest more heavily into research and development. This led to the discovery of advanced techniques in cybersecurity, contributing not only to the company but also to the field as a whole.
  3. Financial Efficiency: The non-reimbursable nature of the grant mitigated the financial risk associated with high-cost project development. This allowed Bitdefender to allocate their existing resources more efficiently towards other operational aspects.
  4. Societal Impact: By developing DARWIN, Bitdefender strengthened the cybersecurity landscape. This project potentially reduced cybercrime rates, providing a safer cyber environment for individuals and organisations alike.
  5. Competitive Advantage: Through the development of DARWIN, Bitdefender enhanced its market positioning, gaining a competitive edge by providing an advanced cybersecurity solution capable of Dark Web user profiling, dedicated to Law Enforcement Agencies and other organisations that are fighting cybercrime.

What is next?

Together with Bitdefender management and researchers, we continue to design optimal funding scenarios which should accelerate the innovation activities conducted by our client’s teams, with the purpose of delivering trusted cybersecurity solutions for worldwide individuals and organisations.

For more case studies on how EU funding is accelerating innovation, visit www.fundingloop.com.

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Ovidiu Mihăilă
fundingloop

founder @fundingloop, working with tech-driven innovators to bring their forward-thinking solutions to market, quicker and easier, by getting EU and VC funding.