Industry
Mirror Security Raises $2.5M Pre-Seed Funding to Scale Its Breakthrough Encryption Platform for AI Security
Mirror Security, a research-driven cybersecurity company spun out of University College Dublin, with its presence in Pune, India & Dublin, Ireland, has raised $2.5 million in pre-seed funding to scale its breakthrough encryption platform for AI Security. The round was led by Sure Valley Ventures (SVV) and Atlantic Bridge, with support from strategic angel investors.
Mirror is addressing one of the most urgent problems in enterprise AI adoption - the lack of reliable data confidentiality in model training and inference. As organisations integrate AI into their operations, the risk of exposing proprietary data during AI processing has surged. Mirror solves this through its revolutionary Fully Homomorphic Encryption (FHE) technology, VectaX, which allows AI systems to process sensitive data while keeping it completely encrypted.
The Company also announced strategic partnership with Inception AI, a G42 company and leading innovator of agentic AI solutions. Under the partnership, Mirror will deploy its full AI security stack across Inception’s enterprise and government ecosystem, enabling secure, scalable AI adoption globally. Mirror has also forged strategic partnerships with Intel, MongoDB, Qdrant, SiSys AI & Accops.
Founded by Pankaj Thapa and Dr Aditya Narayana K, a global expert in AI Security, Mirror combines world-class academic research with enterprise-grade execution. Originating from Dr. Narayana’s thesis and backed by 23 team-held patents in cryptography, Security and AI security, its architecture is IP-rich and built for real-world enterprise workloads.
The funding will be used to expand engineering and AI security teams in Ireland, the US, and India, accelerate product development in encrypted inferencing and secure fine-tuning, and drive immediate expansion into US enterprise markets.
Pankaj Thapa, Co-Founder & CEO, Mirror Security, said:
“AI is transforming productivity and reshaping industries, but unsecured data flows pose an urgent risk that threatens to stall adoption. With VectaX, we replace policy-based trust with cryptographic proof, ensuring that sensitive information remains encrypted even during computation. Our mission is bigger than protecting data - we are building the trust layer for the AI economy.
“Just as the internet required a secure foundation to scale, AI now demands a new security paradigm. Mirror Security is pioneering that paradigm, enabling enterprises and governments to innovate confidently, knowing their data, strategies, and sovereignty are protected by design. We believe this is the cornerstone for AI’s next decade of growth.”
Barry Downes, Managing Partner, Sure Valley Ventures commented:
“Mirror Security is building the encryption layer for AI - setting a new standard for how data is protected across the AI ecosystem. Its technology enables the secure processing of encrypted data, creating a foundation for the next generation of enterprise AI. We look forward to supporting the Mirror team as they scale this breakthrough technology globally.”
Weili Wang, Investor at Atlantic Bridge commented:
“Data security remains one of the most significant hurdles to AI adoption, with organizations concerned about exposing proprietary information during model training and inference. Mirror Security’s differentiated FHE technology provides a unique solution for secure AI deployment without compromise. We are delighted to partner with the team and support this mission through our global network of cybersecurity and AI leaders.”
About Mirror Security
Mirror Security, spun out of University College Dublin, is the global pioneer in GenAI-native security. Its integrated “Security of AI” platform delivers the industry’s most complete protection suite:
AgentIQ: full-spectrum agentic security for single-task executors to complex multi-agent swarms
DiscoveR: automated red teaming to continuously probe and harden AI systems
VectaX: the world’s first production-ready fully homomorphic encryption engine optimized for AI workloads
