Prem Labs
Prem Labs (Prem AI) provides self-hosted, privacy-preserving large language model infrastructure for regulated enterprises — primarily hedge funds and law firms — with specialized models for financial compliance, predictive analytics, and process automation. Founded 2023; headquartered in Lugano, Switzerland.
- Company typePrivate
- Founded2023
- HeadquartersLugano, Switzerland
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Prem Labs does
Prem Labs, doing business as Prem AI, is a Swiss-headquartered AI infrastructure company founded in 2023 by Simone Giacomelli that provides private, self-hosted large language model deployment for regulated enterprises. The company is incorporated in Delaware as Prem Labs, Inc. and operates from Lugano, Switzerland, with 11–50 employees. Its commercial focus is narrow and explicit: hedge funds, law firms, and other regulated enterprises that cannot send sensitive data to public-cloud AI providers.
The core product is a self-hosted AI platform that lets enterprise IT teams deploy generative AI models inside their own infrastructure, preserving data residency and control. The platform supports text-modality LLMs with an orchestration API and includes specialized models targeted at financial compliance use cases — predictive analytics and process automation — rather than positioning as a general-purpose chat product. The technical premise is that regulated buyers need AI capability without surrendering data to third-party model providers, and self-hosting is the architectural answer.
The business model is enterprise field sales into regulated verticals, implying high contract values, recurring platform or subscription revenue, and long procurement cycles typical of financial services and legal buyers. No customer logos, pricing tiers, or revenue figures have been disclosed. The company has raised approximately $26M to date: a $14M seed led by Sequoia Capital (April 2024), a $6.5M round led by Breyer Capital (August 2025), and an ongoing SEC Rule 506(b) raise with roughly $5.5M of an $8M target sold as of November 2025. Management is targeting a $100M Series A at a $500M+ valuation in 2026-Q3, signaling an aggressive scaling plan.
Prem Labs firmographics
Firmographics- Name
- Prem Labs
- Legal name
- Prem Labs, Inc
- Website
- https://premai.guru
- Company type
- Private
- Founded year
- 2023
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Prem Labs (Prem AI) provides self-hosted, privacy-preserving large language model infrastructure for regulated enterprises — primarily hedge funds and law firms — with specialized models for financial compliance, predictive analytics, and process automation. Founded 2023; headquartered in Lugano, Switzerland.
- Ownership category
- akta.pro rank
Prem Labs industry classification
Industry- Product category
- Enterprise AI Infrastructure
- NAICS
- Software Publishers (5132), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
- akta.pro secondary industries
- Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC)
Keywords
Where Prem Labs is headquartered
LocationHeadquarters
- HQ city
- Lugano
- HQ country
- Switzerland
- HQ region
- Europe
Offices1 record
Markets served
Prem Labs business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Infrastructure, Marketing or Sales, Operations
Revenue model
- AI Model Training and Deployment: Offering AI model training and deployment services to enterprise clients
- Private AI Infrastructure Services: Infrastructure services for enterprises to run AI models on dedicated private systems
Go-to-market motion1 record
Distribution channels1 record
Marketing channels2 records
Prem Labs product offering
Product offeringCore offering
Prem Labs provides a private, self-hosted AI platform that enables enterprises—particularly those in regulated industries such as finance and law—to deploy and run AI models within their own infrastructure. Alongside the platform, it offers domain-specific AI models, including Financial Compliance AI Models, targeted at use cases like regulatory compliance, document analysis, and other high-stakes enterprise workflows.
Product overview
Prem Labs (also known as Prem AI) offers a privacy-focused AI platform enabling enterprises to create, train, and deploy proprietary AI models on dedicated private infrastructure. The core Prem AI Platform serves as the main offering, allowing organizations to maintain full control over their AI models and data without reliance on third-party API services. The company has developed specialized models for specific industries, notably financial compliance. The platform is designed for enterprise clients including hedge funds and law firms seeking private AI infrastructure solutions.
Differentiator
Problem solved
Functional benefit
Products and services
- Prem AI Platform
- Financial Compliance AI Models
Companies that use Prem Labs
Customer profileNamed customers2 records
Segments3 records
Ideal customer profiles1 record
Prem Labs technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability5 records
Feature3 records
Prem Labs partnerships and signals
Strategic signalScale indicators5 records
Recent moves6 records
Expansion highlights5 records
Prem Labs competitors and assessment
Company assessmentEmerging players
- Groq: Groq provides high-performance inference infrastructure for LLMs, including private/sovereign deployments. Adjacent to Prem's deployment layer and a potential complement or substitute for private AI infrastructure.
Direct peers
- Together AI: Together AI provides open-source-friendly AI infrastructure for training, fine-tuning, and serving LLMs, including private and dedicated deployment options. Highly comparable to Prem Labs' self-hosted model deployment offering.
- Anyscale: Anyscale offers an enterprise AI platform built on Ray for training, serving, and deploying LLMs on private/cloud infrastructure. Direct overlap with Prem's self-hosted AI infrastructure positioning for regulated enterprises.
- Mistral AI: Mistral AI offers open-weight LLMs with both self-hosted/API deployment, including enterprise and on-premises options for regulated customers. Comparable in providing private AI model deployment for enterprise use.
- Cohere: Cohere provides enterprise LLMs with private deployment options targeting regulated industries (financial services, legal). Comparable value proposition to Prem's privacy-focused AI for hedge funds and law firms.
- Hugging Face: Hugging Face Enterprise offers self-hosted model deployment, inference, and MLOps tooling for private AI environments. Comparable on the self-hosted LLM deployment and enterprise control layer that Prem emphasizes.
Broad incumbents
- Scale AI: Scale AI provides enterprise AI/ML platforms including private deployment and fine-tuning for regulated and government customers. Comparable on enterprise/government private AI infrastructure even though Scale is broader.
- Anthropic: Anthropic sells Claude for Enterprise and financial-services customers with private deployment options. Comparable target vertical (regulated enterprises) and increasingly competes on private/sovereign deployment.
- Databricks (Mosaic AI): Databricks' Mosaic AI offers end-to-end MLOps and private model serving on customer infrastructure (including VPC). Competes from a broader data/analytics platform with overlapping self-hosted AI capabilities.
- OpenAI (Enterprise): OpenAI's enterprise and on-premises offerings (via Azure) compete for the same private AI infrastructure budget that Prem targets. Much larger and broader, but directly relevant for enterprise AI spend.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Prem Labs social profiles
Digital presencePrem Labs financial estimates
Financial estimateRevenue estimate
Valuation estimate
Prem Labs leadership team
Management profileNumber of profiles
Profiles1 record
Prem Labs funding detail
Funding detailFunding overview
Funding rounds3 records
Investors2 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Prem Labs M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Prem Labs
What does Prem Labs do?
Prem Labs provides a private, self-hosted AI platform that enables enterprises—particularly those in regulated industries such as finance and law—to deploy and run AI models within their own infrastructure. Alongside the platform, it offers domain-specific AI models, including Financial Compliance AI Models, targeted at use cases like regulatory compliance, document analysis, and other high-stakes enterprise workflows.
Is Prem Labs a public or private company?
Prem Labs is a private company. It is classified as venture growth investor backed and is currently operating.
When was Prem Labs founded?
Prem Labs was founded in 2023. It employs 11 to 50 people.
Where is Prem Labs based?
Prem Labs is headquartered in Lugano, Switzerland, in the Europe region.
How does Prem Labs make money?
Two revenue lines are on record. AI Model Training and Deployment is the primary driver. The others are private AI Infrastructure Services.
Who are Prem Labs's main competitors?
Groq is listed as an emerging player. Direct peers are Together AI, Anyscale, Mistral AI, Cohere and Hugging Face. Broad incumbents are Scale AI, Anthropic, Databricks (Mosaic AI) and OpenAI (Enterprise).
Does Prem Labs have an API?
No public API is recorded for Prem Labs.
What industry is Prem Labs in?
Prem Labs's product category is Enterprise AI Infrastructure. Its primary akta.pro industry code is HDAEANAA, End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management), with a secondary code of HDAEANAG, Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII). Its NAICS code is 5132 and its SIC code is 7372.