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PREM SA Unclaimed

Enterprise AI

www.premai.io

Lugano, Switzerland

Prem AI is an applied AI research organization delivering sovereign, private, verifiable AI for enterprise environments.

Prem AI is an applied AI research organization delivering sovereign, private, and verifiable AI for enterprise environments. It focuses on privacy-preserving AI that can be deployed in customers’ own environments and govern data provenance and auditability. The organization serves regulated industries such as healthcare, financial services, and government, helping clients build private AI capabilities that operate on their own infrastructure, with data staying under their control. It emphasizes ownership of data, governance, and security, offering an on-premise compute ecosystem, cryptographic attestations, and end-to-end privacy protections to enable private inference, training, and collaboration without data leaving customer premises. The team conducts research and builds scalable tools to support enterprise AI adoption while prioritizing privacy, compliance, and verifiability.

Prem delivers sovereign AI that is verifiable, private, and compounding.

What we offer

Enclave

Provides secure and private AI deployment with verifiable data integrity for enterprises.

www.premai.io/enclave-api

Fluso

Fluso optimizes healthcare operations while ensuring data privacy and security.

fluso.ai/

Prem Studio

Empower your workflows with private, customized AI models in a secure environment.

www.premai.io/studio

Cyberscan

Detects vulnerabilities and enhances security frameworks for organizations.

cyberscan.prem.io

Prem API

Delivers private, rapid responses with robust data protection for enterprises.

Sotto

Effortlessly transcribe audio with privacy and speed using Sotto.

sotto.prem.io/

Market segments

Market size by segment

Growth potential (CAGR)

Confidential computing

6.09 Billion USD62% CAGR

Hardware-encrypted enclaves and cryptographic attestation that enable end-to-end encrypted private inference and verifiable execution across on-premises, VPC, and multi-cloud environments.

AI data preparation and model deployment

55 Billion USD22% CAGR

Preparation, normalization, enrichment, and delivery of AI-ready data plus model deployment capabilities and on-demand GPU resources to operationalize ML/AI workloads.

Clinical workflow automation

13 Billion USD14% CAGR

Automation of care and administrative workflows including automated documentation, cross-system task orchestration, role-based access controls, and auditable process execution to reduce manual work and improve compliance.

AI Governance and Compliance for Security Operations

0.2318 Billion USD22% CAGR

Frameworks, auditing, and controls that ensure transparent, auditable AI decisions in security workflows, supporting regulatory compliance and zero‑trust AI architecture.

More information about our offering

Enclave

Enclave is the encrypted compute layer for sovereign AI. It runs frontier models on GPUs that stay encrypted end to end and verifiable at every layer, across on-premises, in your VPC, or in multi-cloud environments. Enclave API enables scalable, privacy-first private inference with end-to-end encrypted and cryptographically attested processes.

  • Supports Any Environment
    Enclave's flexibility allows deployment in various environments, ensuring consistent security and compliance.
  • Ensures Data Control
    Keeps data within your specified regulatory boundaries, enhancing privacy and compliance.
  • Authenticates Hardware Integrity
    Verifiable attestation guarantees that computations are secure and data remains private from all external access.
  • Verify Data Privacy
    Assures data privacy by guaranteeing cryptographic evidence of data security.
  • Ensure Confidential Inference
    Protects sensitive information during processing, ensuring data never leaves the secure environment.
  • Secures Data Access
    Memory isolation prevents unauthorized access, ensuring sensitive data remains confidential during processing.
  • Ensures Trust and Accountability
    Enables full audit trails of actions taken within enclaves, supporting compliance and governance needs.
  • Achieve High-Speed Performance
    Leverages powerful hardware to enhance processing speed for private inferences.
  • Easily Transition to Enclave
    Allows for seamless integration with existing tools, reducing deployment friction.
  • Future-Proof Your Security
    Ensures data remains secure even in the face of emerging quantum computing challenges.
  • Future-Proof Encryption
    Prepares your infrastructure against potential quantum computing threats, ensuring long-term data security.
  • Guarantees Model Integrity
    Ensures that only validated models are executed in your environment, enhancing security across computing resources.
  • Minimize Response Time
    Delivers rapid results to meet client needs promptly while maintaining security.
  • Maximize Existing Infrastructure
    Utilize current hardware configurations while enhancing security and privacy.
  • Integrate Various Modalities
    Facilitates the use of different types of AI models, enhancing flexibility and functionality.

Fluso

Fluso is a private AI workspace that automates healthcare processes directly within your environment. It efficiently manages clinical workflows, ensuring patient data remains secure and assists in decision-making with auditable results linked to sources.

  • Access 50+ Models Quickly
    Utilize a variety of leading models tailored for healthcare, enabling rapid and secure request processing.
  • Ensure Auditability
    Maintain compliance and transparency by linking all outputs to their original data sources for thorough audits.
  • Maintain Data Sovereignty
    Ensure patient privacy by processing data locally, eliminating external data exposure.
  • Utilize a Private Assistant
    Enhance operational efficiency with an AI agent tailored for healthcare tasks, preserving patient confidentiality.
  • Meet Regulatory Standards
    Operates within compliance frameworks, providing peace of mind regarding data security and handling.
  • Adapt to Your Practices
    Customize interactions and outputs by integrating naturally into existing medical workflows and terminologies.

Prem Studio

Prem Studio enables organizations to train and deploy customized AI models on private data. It provides tools for dataset management, model deployment, and ensures strong data control while keeping all operations within the user’s infrastructure.

  • Maintain Full Control
    Ensure full ownership of the AI models, empowering organizations to tailor and deploy them as per their unique requirements without external dependencies.
  • Secure Data Processing
    Implement specialized AI solutions without worrying about data exposure, as all operations take place in secure, private enclaves.
  • Accelerate Time to Market
    Significantly reduce the manual effort required for deployment, enabling teams to concentrate on building intelligence rather than managing data.
  • Swift Model Development
    Rapidly develop and deploy models tailored to specific tasks or organizational needs, enhancing efficiency and productivity.
  • Organize Data Effectively
    Streamline your data handling by converting unstructured sources into organized datasets, allowing for easy access and quality management.
  • Optimize Performance
    Create efficient models that enhance processing speed while maintaining the quality and functionality required for specific tasks.
  • Facilitate Data Usage
    Transform raw data into actionable insights by systematically organizing it for various applications in the workflow.

Cyberscan

Cyberscan is a Beta security agent for vulnerability detection, enabling organizations to identify and address security weaknesses effectively.

  • Identifies Security Weaknesses
    Cyberscan continuously scans systems to identify vulnerabilities, helping organizations strengthen their security posture.
  • Engage in Early Feedback
    Organizations can participate in shaping the product by providing insights as it evolves through the Beta phase.

Prem API

Prem API provides a single API for private modalities. All requests are end-to-end encrypted, never stored, and answered in under 200ms, with data never leaving the customer’s environment.

  • Protects Data Privacy
    Ensures that all data transmitted via the API is securely encrypted, preventing unauthorized access during transmission.
  • Ensures Data Control
    Guarantees that customer data is not retained or accessible post-processing, maintaining privacy.
  • Maintains Data Sovereignty
    Guarantees that all processing happens within the customer's infrastructure, ensuring compliance with data regulations and policies.
  • Delivers Fast Responses
    Provides immediate feedback on requests, enhancing user experience and operational efficiency.
  • Consolidates AI Access
    Simplifies integration by allowing access to multiple AI functionalities through one comprehensive API.

Sotto

Sotto is a macOS menu bar app for push-to-talk dictation. Audio is transcribed by a Deepgram model running inside Prem’s hardware-encrypted Enclave with end-to-end privacy and latency under 200ms.

  • Transcribe Audio Securely
    Leveraging Deepgram's powerful AI, Sotto processes your audio confidentially, ensuring no data leaves your security perimeter, thus protecting sensitive information during transcription.
  • Ensure Complete Data Security
    All data processed in Sotto is encrypted from origin to destination, preventing unauthorized access and ensuring compliance with privacy regulations.
  • Achieve Real-Time Transcription
    Enjoy seamless interaction with near-instantaneous transcription, improving user experience and workflow efficiency.
  • Dictate with Simplicity
    Easily dictate audio via a convenient menu bar application, making it straightforward to capture thoughts and notes without complicated setups.

References

Methodology and sourcing behind the figures shown above.

Confidential computing

I used recent market-research entries in the provided results. For baseline market size I prioritized the 2024 figure reported by Market Research Future (USD 6.09B). Multiple forecasts (MarketsandMarkets, Mordor Intelligence) project very rapid expansion and report CAGRs around ~62% for near-term forecast windows; others present a wider range (35%–95%). Given the cluster of reputable reports showing ~60–63% CAGR for the 2023–2028 / 2026–2031 windows, I selected a central growth-potential estimate of 62% while noting inter-report variance.

AI data preparation and model deployment

Estimate synthesized from segment-level market figures in the results: AI data management (~USD 46.8B in 2026), AI data readiness platforms (~USD 5.8B in 2026), AI training datasets (~USD 3.9–4.4B in 2026), and MLOps/model-deployment (~USD 4.5B in 2026). Summing these segment estimates yields ~USD 61–62B in 2026; to avoid double-counting (overlap between data management/readiness/labeling and dataset services) the consolidated, conservative market-size estimate for “AI data preparation and model deployment” is ~USD 55B (2026-equivalent). Growth potential (CAGR ~22%) is based on reported CAGRs across these submarkets (data management ~22.3%, training datasets ~22–23%, data readiness ~18.3%, MLOps higher but on smaller base), producing a weighted, moderate-growth outlook (~22% CAGR).

Clinical workflow automation

Multiple independent market reports for “clinical workflow”/“clinical workflow solutions/automation” show 2024–2025 market values in the $12–14B range and 10–16%+ forecast CAGRs. Precedence/BioSpace and Future Market Insights (solutions) report ~USD 12–14B (2024–2025) with CAGRs ~13–16%; MarketsandMarkets and TrendX (narrower automation/software scopes) report smaller bases but similar mid-teens growth. I selected a midpoint market size (~USD 13.0B) and a consensus CAGR (~14.0%) to reflect the range and differing scopes across sources.

AI Governance and Compliance for Security Operations

Estimate uses the focused “AI for security compliance” market sizing as primary (PrecedenceResearch: USD 231.8M in 2025, CAGR 22%). Broader AI governance and AI‑security/platform studies (MarketsandMarkets, GMI, FMI) show larger adjacent markets and higher CAGR ranges (11–45%), which corroborate upside potential; the narrow segment for governance+compliance in security operations is best represented by the PrecedenceResearch figure and its 22% CAGR.

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