Lattica.ai: Secure AI Inference with Fully Homomorphic Encryption

Lattica.ai is a cutting-edge AI inference platform that enables privacy-preserving computations by running AI models on encrypted data using Fully Homomorphic Encryption (FHE). Designed for developers and organizations handling sensitive information, it ensures that neither AI providers nor cloud infrastructure can access raw user data, making it ideal for high-stakes applications like medical diagnosis and secure analytics. Built on the innovative Lattica FHE stack and the hardware-agnostic HEAL (Homomorphic Encryption Abstraction Layer), the platform seamlessly integrates with PyTorch and other standard ML frameworks, offering a scalable, developer-friendly solution that combines advanced cryptography with modern AI infrastructure. With features like browser-based encryption, dynamic compute allocation via workers, token-based access control, and a credit-based payment system, Lattica.ai empowers AI providers to deploy models securely while giving end-users full confidence in data privacy.

Key Features:

• Fully Homomorphic Encryption (FHE) for secure AI inference
• Privacy-preserving model deployment—no access to raw user data
• Encrypted queries processed in the cloud, decrypted locally in the browser
• Lattica FHE Stack: comprehensive infrastructure for encrypted AI
• HEAL (Homomorphic Encryption Abstraction Layer): hardware-agnostic API for FHE acceleration
• Support for diverse FHE hardware: GPUs, TPUs, FPGAs, and custom ASICs
• Model upload and management via web interface or CLI
• Dynamic compute resource allocation using scalable workers (GPU/CPU)
• Token-based access control with revocation and update capabilities
• Credit-based payment system with usage-based pricing
• Monitoring dashboard for tracking queries, compute time, costs, and access
• Integration with industry-standard ML frameworks like PyTorch
• Developer-friendly architecture with optimized performance and parallel computation
• Web and API access for flexible deployment
• Educational resources: FHE overview, FHE survey, and technical documentation
• HEAL Partner Program for collaboration with FHE hardware vendors
• Open contributions to the HEAL specification from researchers and experts

Pricing: Lattica.ai operates on a usage-based pricing model, where credits are deducted based on worker uptime and compute type (e.g., GPU vs. CPU), enabling flexible and scalable cost management for AI inference workloads.

Conclusion: Lattica.ai is a transformative platform that brings practical, secure AI inference to life through Fully Homomorphic Encryption, empowering developers and enterprises to build privacy-first AI applications with confidence and performance.