A Vector Database (Vector DB) is purpose-built to store and query high-dimensional vector embeddings—mathematical representations of unstructured data like text, images, audio, and video. These embeddings power the intelligence behind AI systems by enabling fast and accurate semantic search and contextual retrieval, especially for LLMs (Large Language Models) and GenAI applications.
Unlike traditional databases, vector DBs allow systems to understand meaning, not just keywords—making them essential for modern AI pipelines.
As AI shifts from structured to unstructured data, vector databases have become foundational to:
Security, Privacy & Compliance Risks
We solve this with FHE (Fully Homomorphic Encryption)—an advanced cryptographic method that allows data to remain encrypted even while being queried or processed.
Benefits of FHE in AI pipelines:
At Mirror Security, we offer a Zero Trust, FHE-powered Vector Intelligence Platform designed to secure the AI data layer at every step.
Fine-grained security policies for AI agents, prompts, and RAG pipelines.
Define what data agents can see, access, or respond with—ensuring compliance and brand safety.
Plug-and-play with Pinecone, Weaviate, Qdrant, Milvus, and open-source alternatives.
Hybrid support for AWS, Azure, GCP, and on-prem deployments.
Interoperable with OpenAI, Hugging Face, Cohere, and custom embedding models.
Define role-based access controls, encryption keys, and data lineage tracking.
Full audit logs for every vector query or LLM response—ensuring traceability and compliance.
Performance-Driven with Proven Benchmarks
<50ms average latency on encrypted vector queries
99.9% search accuracy preservation
Up to 10x faster than conventional encrypted search methods
SDKs and APIs for rapid integration into GenAI apps
Seamless integration with LangChain, LlamaIndex, and custom RAG frameworks
Prebuilt wrappers for Python, TypeScript, Go, and Rust
Platform-Level Data Security (RRR Framework™)
Our RRR Framework (Recon Remediate Reinforce) offers complete lifecycle protection:
Backed by Benchmark & Real-World Validation
We continuously benchmark our platform across regulated and high-risk environments:
Our customers span industries from healthcare to finance, ensuring data remains secure even under strict compliance regimes.