Mirror Security, a research-driven cybersecurity firm spun out of College Faculty Dublin, has raised €2.1 million ($2.5 million) in pre-Seed funding to scale its encryption platform for AI Safety.
The spherical was led by Positive Valley Ventures (SVV) and Atlantic Bridge, with assist from strategic angel buyers.
Pankaj Thapa, co-founder and CEO, Mirror Safety, says: “AI is reworking productiveness and reshaping industries, however unsecured information flows pose an pressing threat that threatens to stall adoption. With VectaX, we exchange policy-based belief with cryptographic proof, guaranteeing that delicate info stays encrypted even throughout computation. Our mission is greater than defending information – we’re constructing the belief layer for the AI financial system.“
In 2025, a number of European firms working in adjoining areas of cryptography and AI-security additionally secured new funding, illustrating the broader context for Mirror Safety’s pre-Seed spherical.
Austria’s Quantum Industries raised €9.5 million to advance quantum-secure communications for important infrastructure, reflecting continued investor curiosity in next-generation data-protection frameworks. In France, Zama secured €49 million to scale totally homomorphic encryption for confidential smart-contract execution, signalling sturdy confidence in encrypted-compute applied sciences. Additionally in Paris, Zaiffer raised €2 million to develop a confidential-token protocol making use of FHE to regulated digital-asset environments.
Collectively, these firms account for greater than €60 million in associated 2025 exercise, exhibiting clear momentum behind cryptography-centric infrastructure.
Mirror Safety’s concentrate on encrypted AI computation subsequently aligns with a broader European shift towards privacy-preserving programs, with its Irish base additionally noteworthy given the presence of different regional exercise in safety and encryption applied sciences.
“Simply because the web required a safe basis to scale, AI now calls for a brand new safety paradigm. Mirror Safety is pioneering that paradigm, enabling enterprises and governments to innovate confidently, realizing their information, methods, and sovereignty are protected by design. We consider that is the cornerstone for AI’s subsequent decade of development,” provides Thapa.
Based in 2024 by Pankaj Thapa and Dr Aditya Narayana Okay, Mirror combines world-class educational analysis with enterprise-grade execution.
Its built-in “Safety of AI” platform delivers a safety suite with the next options:
- AgentIQ: full-spectrum agentic safety for single-task executors to complicated multi-agent swarms.
- DiscoveR: automated purple teaming to repeatedly probe and harden AI programs.
- VectaX: a production-ready totally homomorphic encryption engine optimised for AI workloads.
Mirror seems to be to deal with what it identifies as some of the pressing issues in enterprise AI adoption – the dearth of dependable information confidentiality in mannequin coaching and inference.
As organisations combine AI into their operations, the chance of exposing proprietary information throughout AI processing has surged. Mirror goals to unravel this by means of its Absolutely Homomorphic Encryption (FHE) expertise, VectaX, which permits AI programs to course of delicate information whereas maintaining it fully encrypted.
Barry Downes, Managing Companion, Positive Valley Ventures feedback: “Mirror Safety is constructing the encryption layer for AI – setting a brand new normal for the way information is protected throughout the AI ecosystem. Its expertise allows the safe processing of encrypted information, making a basis for the subsequent technology of enterprise AI. We sit up for supporting the Mirror group as they scale this breakthrough expertise globally.”
The Firm can be asserting a multi-million-dollar strategic settlement with Inception AI, a G42 firm and main innovator of agentic AI options.
Beneath the partnership, Mirror will deploy its full AI safety stack throughout Inception’s enterprise and authorities ecosystem, enabling safe, scalable AI adoption globally. Mirror has additionally cast strategic partnerships with Intel, MongoDB, Qdrant, SiSys AI & Accops.
Weili Wang, Investor at Atlantic Bridge provides: “Knowledge safety stays some of the important hurdles to AI adoption, with organisations involved about exposing proprietary info throughout mannequin coaching and inference. Mirror Safety’s differentiated FHE expertise supplies a singular answer for safe AI deployment with out compromise. We’re delighted to accomplice with the group and assist this mission by means of our world community of cybersecurity and AI leaders.”
The funding can be used to develop engineering and AI safety groups in Eire, the US, and India, speed up product growth in encrypted inferencing and safe fine-tuning, and drive quick growth into US enterprise markets.
