FHEngine
Hardware Accelerated Private AI Inference
Hardware Accelerated Private AI Inference
Artificial intelligence has transformed countless industries, but its rapid adoption comes with a critical challenge: ensuring data privacy without compromising performance. At the intersection of cutting-edge AI and data security, we are redefining what's possible with our FPGA-accelerated homomorphic encryption (FHE) solutions.
Applications
Financial Services
Credit Risk Assessment
Process encrypted financial data using AI to generate credit scores or evaluate loan risks.
Anti-Money Laundering and Fraud Detection
Identify suspicious transactions and behavior patterns without decrypting sensitive customer data.
Healthcare
Privacy-Preserving Diagnostics
Encrypted medical data (e.g., MRI scans, genetic sequencing results) processed by AI models to generate diagnostic insights while ensuring patient privacy.
Personalized Treatment Plans
Create tailored medical plans based on encrypted patient data, safeguarding sensitive information.
Cloud AI Services
Privacy-Preserving AI as a Service (AIaaS)
Companies can upload encrypted data to the cloud and perform FHE-powered AI inference for tasks like text classification or image processing.
Collaborative Data Analysis
Multiple organizations can conduct joint AI inference on encrypted data without revealing their proprietary information.
E-Commerce
Private Recommendation Systems
AI models suggest personalized products or services based on encrypted shopping behavior data.
Dynamic Pricing
Analyze encrypted market demand and pricing data to offer optimal pricing strategies.