SecretBit Ventures

Private AI & Secure Computation

Make your AI pipeline privacy-compliant without sacrificing model quality. We design and deploy secure multi-party computation protocols, homomorphic encryption systems, differential privacy mechanisms, and federated learning architectures — from cryptographic protocol design through production deployment.

Confidential AI & Agentic Infrastructure

Secure enclaves for AI model evaluation, confidential cross-organization model testing, and privacy-preserving agentic AI systems. We build the infrastructure that lets organizations collaborate on AI safely — including red-teaming, safety evaluation, and governance frameworks for autonomous AI systems.

LLM Deployment & Optimization

Reduce LLM inference and deployment costs through architectural optimization, efficient serving infrastructure, and AI-driven code analysis. Proven track record of cutting endpoint costs by over 90% while maintaining compliance (HIPAA, SOC2).

Research & Advisory

Strategic consulting for organizations building with privacy-enhancing technologies and AI. Technical architecture review, startup advisory, and executive briefings that translate complex cryptographic and AI concepts into actionable strategy. We bridge cutting-edge academic research with real-world deployment across enterprise, government, and policy sectors.

Get in touch to discuss how we can help with your AI and privacy challenges.