ENCRYPTED TENSOR PROCESSING

Full privacy.
Cloud scale.

Run encrypted queries on AI models and
databases in the cloud

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Existing Privacy Solutions Force You to Choose

Each approach requires a compromise: scale, model quality, or trust

On-Prem

On-Prem

Lose Cloud Scale

Keep data inside and run models locally. You maintain control but sacrifice the scale and flexibility of cloud infrastructure.

Anonymization

Anonymization

Lose Model Quality

Mask or remove sensitive data before sending to the cloud. You get cloud scale but degraded model performance and accuracy.

Confidential Computing

Confidential Computing

Assume HW is Trusted

Run inside secure hardware (TEEs). You get cloud scale but must trust hardware vendors and cloud providers.

Lattica

Lattica eliminates the compromise

Run AI with cloud scale, full model quality, and zero trust requirements Powered by GPU-accelerated Fully Homomorphic Encryption.

Lattica's Encrypted Compute Platform

Hosted Encrypted
Execution (GPU-backed)

Lattica provides a hosted runtime for encrypted AI and database workloads.

We handle orchestration, scaling, and GPU execution, allowing model and database providers to expose privacy-preserving query endpoints without managing FHE infrastructure themselves.

Developer
SDK & API

Applications integrate a lightweight client SDK that encrypts queries locally before they leave the user's environment.

Encrypted requests are sent to the Lattica platform via API and executed without exposing the underlying data.

Reference Workloads +
Extensibility

Pre-built encrypted workloads demonstrate production use cases including AI inference for common model architectures and encrypted vector database similarity search.

Developers can use these as starting points or extend them to support new privacy-preserving applications.

Lattica

How It Works

1

Deploy Your Workload

Service providers upload AI models or databases through the platform. Lattica hosts and serves them securely.

2

Encrypt Your Query

Users encrypt queries with the Query Client before sending. Your data is protected from the moment it leaves your device.

3

Encrypted Execution

The platform executes encrypted queries using Fully Homomorphic Encryption. Computation happens directly on encrypted data.

4

Get Encrypted Results

Receive encrypted results and decrypt locally on your device. Complete privacy end-to-end.

Lattica

Service Providers

  • Host & Serve Workloads
    Host & Serve Workloads

    Deploy and manage AI models and databases on the cloud with ease

  • Monitoring Dashboard
    Monitoring Dashboard

    Track usage, costs, and performance in real-time

  • Token-Based Access
    Token-Based Access

    Control user permissions with flexible access management

  • Resource Management
    Resource Management

    Scale compute resources with flexible worker scaling

Lattica

End Users

  • Query with Privacy
    Query with Privacy

    Run queries on AI models and databases with complete data privacy

  • Zero Data Exposure
    Zero Data Exposure

    Neither the platform nor model provider sees your raw data

  • Local Decryption
    Local Decryption

    Decrypt results on your device—you maintain full control

  • Easy Integration
    Easy Integration

    Simple Query Client for seamless encrypted inference

Healthcare

Healthcare

Hospitals use AI diagnostics and query medical databases in the cloud without sharing patient records

Financial Services

Financial Services

Banks run fraud detection and search transaction databases without exposing sensitive data

Security & Identity

Security & Identity

Airports check passports against encrypted databases without revealing passenger identity

Built on Advanced Technology

HEAL

Homomorphic Encryption Abstraction Layer - our patented tensor-based execution interface for hardware-agnostic FHE optimization

Learn more about HEAL →

FHE

Fully Homomorphic Encryption - enables computation directly on encrypted data. Production-grade performance for AI models and databases

Learn more about FHE →

Ready to Get Started?

Join enterprises using production-grade encrypted compute

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