Lattica

What Lattica does

Lattica (legal entity Lattica AI Inc.) is a Tel Aviv-based, privately held startup that emerged from stealth in April 2025 with $3.25M in pre-seed funding led by cyber•Fund, with Sentient participating. The company builds LatticaAI, a Fully Homomorphic Encryption Software-as-a-Service (FHE-SaaS) platform that enables AI inference and database queries on encrypted data at cloud scale with zero plaintext exposure, addressing use cases in healthcare, financial services, pharma, identity verification, and compliance lookups where sensitive data cannot be decrypted in the cloud.

The platform is an integrated stack of three components designed end-to-end: a GPU-accelerated FHE runtime (currently running on AWS GPU-L4 instances), an FHE compiler that auto-tunes parameters, packing strategies, and kernel schedules, and a Hardware Abstraction & Acceleration Layer (HEAL) that makes workloads portable across FHE-compatible accelerators. Distribution is through a web Console, a Python Management SDK for computation providers, and Python and TypeScript Query Client SDKs for end users; queries are encrypted client-side, computed on ciphertext server-side, and decrypted only by the key-holding end user. Lattica ships a reference catalog of eight production-ready encrypted workloads — including CNN inference, NLP, vector database search, fraud detection, and recommendation systems — four of which are available as live browser demos.

Lattica monetizes through usage-based compute credits (pre-purchased via Stripe checkout, expiring after 12 months) and custom case-by-case enterprise pricing. The company is in beta with promotional rates, has 1-10 employees, and operates from a Tel Aviv headquarters. Its go-to-market combines a self-serve, developer-led funnel (waitlist, GitHub, live demos, GitBook documentation) with targeted sales into regulated verticals, supported by AWS for compute infrastructure and Stripe for billing.

Name

Lattica

Legal name

Lattica AI Inc.

Website

https://lattica.ai

Company type

Private

Founded year

2023

Operating status

Operating

Headcount range

1–10 employees

Short description

Lattica is a Tel Aviv-based startup that operates LatticaAI, an FHE-SaaS platform enabling AI inference and database queries on encrypted data at cloud scale. It serves computation providers and enterprises in healthcare, financial services, pharma, identity verification, and compliance with zero plaintext exposure.

Ownership category

akta.pro rank

Product category

Privacy-Preserving AI Infrastructure

NAICS

Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182)

SIC

Services-Prepackaged Software (7372)

akta.pro primary industry

AI Privacy Engineering & Data Governance (PII, consent, retention) (HDAAAKAB)

akta.pro secondary industry

Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

Keywords

• Homomorphic encryption platform
• Encrypted AI inference
• Privacy-preserving AI
• FHE cloud services
• Confidential AI computing

Headquarters

HQ city

Tel Aviv

HQ country

Israel

HQ region

Middle East

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Infrastructure, Marketing or Sales, Operations

Revenue model

1. Usage-based Compute Credits: Pre-purchased credits consumed based on worker runtime (GPU time, Worker minutes, model invocation). Credits purchased in advance via Stripe checkout. Workers continuously deduct credits while operating. Credits expire 12 months after purchase if unused.
2. Custom Enterprise Pricing: Case-by-case pricing depending on deployment requirements, workload characteristics, and support needs. Currently in beta with promotional pricing that may be modified at any time.

Pricing tiers

Go-to-market motion2 records

Distribution channels5 records

Marketing channels7 records

Core offering

Lattica provides a Software-as-a-Service platform that uses Fully Homomorphic Encryption (FHE) to run AI inference and analytics directly on encrypted data, so that raw inputs, prompts, and model outputs are never exposed in plaintext. The platform exposes encrypted workloads, a GPU-accelerated runtime, a hardware abstraction layer, and client SDKs, and is sold to regulated enterprises that need to operationalize AI on sensitive datasets.

Product overview

Lattica offers LatticaAI, a unified FHE-SaaS (Fully Homomorphic Encryption Software-as-a-Service) platform that combines cryptography, compiler, and GPU-accelerated runtime as a single end-to-end system for encrypted AI inference and database queries. The platform consists of the core LatticaAI Platform for encrypted workload deployment, supplemented by the Management Client (Python SDK) for computation providers to manage deployments, and the Query Client (Python & TypeScript SDKs) for end users to submit encrypted queries. HEAL (Hardware Abstraction Layer) provides the integration foundation enabling hardware-agnostic FHE execution. A catalog of 8 production-ready encrypted workloads (CNN Inference, Language Processing, Image Processing, Predictive Analytics, Vector Database Search, Data Analytics, Fraud Detection, and Recommendation Systems) can be deployed as-is or extended via the developer library.

Differentiator

Problem solved

Functional benefit

Products and services

• LatticaAI Platform Cloud-hosted SaaS platform that runs AI inference, search, and analytics directly on encrypted data using Fully Homomorphic Encryption, so that inputs and outputs are never exposed in plaintext. It is sold to regulated enterprises in financial services, healthcare, pharma, and identity verification that need to operationalize AI on sensitive datasets.
• HEAL (Hardware Abstraction Layer)

Segments4 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

Yes

API docs

API detail

Core technology

AI maturity

App detail

AI capability9 records

Feature6 records

Partnerships

One partnership is on record.

• Amazon Web Services (AWS)infrastructureTechnology or IntegrationLattica's platform is deployed on and depends upon AWS cloud infrastructure. The Terms of Use explicitly acknowledge AWS as the third-party cloud provider. AWS provides the underlying compute infrastructure for Lattica's FHE services.

Scale indicators3 records

Recent moves6 records

Expansion highlights7 records

Direct peers

• Zama: Paris-based developer of Fully Homomorphic Encryption tooling (Concrete, Concrete-ML, fhEVM) targeting AI inference and blockchain. Direct competitor with comparable full-stack FHE compiler and GPU acceleration strategy.
• TripleBlind: Privacy-enhancing computation platform supporting federated learning and encrypted AI inference for healthcare and regulated industries — competes in the same privacy-preserving AI workload space.
• Inpher: Develops a Secret Computing platform using FHE and Secure Multiparty Computation for privacy-preserving analytics and ML across financial services and healthcare — directly comparable technology and verticals.
• Duality Technologies: Offers a privacy-preserving data collaboration platform built on FHE and Secure Multiparty Computation for regulated industries including healthcare and financial services — overlapping with Lattica's target verticals.
• Enveil: Provides FHE-based SecureSearch and SecureEnclave products enabling secure search and analytics on encrypted data for financial services and government — a direct competitor in privacy-preserving computation.

Emerging players

• Cornami: Develops scalable computing architecture aimed at FHE and homomorphic workload acceleration. Adjacent to Lattica's HEAL strategy by addressing the hardware acceleration layer for encrypted compute.
• Niobium (formerly known as Niobium Microsystems): Specialized FHE hardware accelerator company targeting low-latency encrypted compute at scale. Adjacent to Lattica's HEAL strategy and indicative of emerging hardware partnerships Lattica may pursue.

Broad incumbents

• Microsoft (SEAL / Azure Confidential Computing): Maintains the open-source Microsoft SEAL FHE library and offers Azure Confidential Computing with hardware-based TEEs. Broad incumbent with overlapping capabilities and a much larger enterprise footprint.
• IBM (HELayers / FHE Toolkit): IBM Research's HELayers and HElib provide FHE libraries and confidential computing services for enterprise AI and data analytics — broad incumbent with comparable cryptographic IP and enterprise reach.
• Google (FHE Transpiler / Confidential VMs): Google's FHE Transpiler and Confidential VMs on Google Cloud provide FHE tooling and confidential computing infrastructure for enterprise AI — comparable capability embedded in a hyperscaler ecosystem.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• Xx.com/latticaai
• GitHubgithub.com/Lattica-ai
• LinkedInlinkedin.com/company/lattica

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

Funding overview

Funding rounds1 record

Investors2 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Lattica