Numlab Tech

NumLab Tech Company Profile

NumLab Tech is a Dubai-based technology company operating from the DIFC Innovation Hub. The company develops secure, scalable and commercially viable artificial intelligence infrastructure for startups, enterprises and organizations seeking greater control over how they deploy and use AI.

NumLab Tech combines expertise in artificial intelligence, software development, cloud infrastructure, data privacy and business transformation. Its objective is to help organizations adopt advanced AI technologies without becoming dependent on closed ecosystems, unpredictable infrastructure costs or opaque data-processing environments.

The company’s flagship product is Enclave42, a secure AI inference platform providing businesses and developers with API access to a growing catalogue of high-performance open-source large language models.

Enclave42

Enclave42 enables companies to integrate generative AI into their applications, internal workflows and customer-facing products through a unified and developer-friendly API.

The platform is designed around four core principles:

Open AI infrastructure
Organizations can access multiple open-source language models without being locked into a single proprietary model provider. This allows development teams to select the most appropriate model for each use case and adapt their AI architecture as technologies evolve.

Verifiable security
Selected models are executed within Trusted Execution Environments, or TEEs. These confidential computing environments are designed to protect data while it is being processed. Enclave42 also provides verification mechanisms that allow customers to independently examine the available attestation evidence rather than relying exclusively on contractual security claims.

Predictable and controlled costs
Enclave42 uses transparent token-based pricing and wallet-based consumption controls. Businesses can monitor their usage, manage available balances and reduce the risk of unexpected infrastructure expenses.

Infrastructure flexibility
The platform is being developed to support distributed and decentralized inference infrastructure, including future sovereign deployment options. This approach allows AI workloads to be allocated across suitable computing resources while maintaining defined requirements for security, performance and data governance.

What Enclave42 Supports

Enclave42 is designed for organizations building:

• AI assistants and conversational applications

• Document analysis and knowledge-management platforms

• Customer-support automation

• Legal, financial and enterprise AI tools

• AI agents and workflow-automation systems

• Content generation and data-processing applications

• Industry-specific SaaS products powered by large language models

Through a single subscription and API integration, customers can access multiple model categories, manage API keys, monitor usage and select models according to performance, security and cost requirements.

Technology and Security

Enclave42 combines an API management layer, model-routing capabilities, usage monitoring, subscription management and confidential computing verification.

The platform’s security-first architecture is intended to reduce exposure of sensitive prompts, documents and generated outputs during AI inference. Its verification tools provide customers with additional visibility into the execution environment of supported models.

NumLab Tech is also developing a sovereign AI infrastructure strategy for the UAE. This strategy is based on partnerships with local infrastructure providers and the utilization of available computing capacity rather than requiring organizations to purchase and operate dedicated GPU infrastructure.

The long-term objective is to establish a distributed and mutualized AI inference network capable of supporting local processing, stronger data-sovereignty requirements and more efficient use of regional computing resources.

Services

Alongside Enclave42, NumLab Tech provides professional services in:

• AI strategy and technical consulting

• Generative AI product development

• LLM integration and API architecture

• AI infrastructure design

• Secure and sovereign AI deployment planning

• Custom software development

• AI workflow and business-process automation

• Proof-of-concept and pilot-program implementation

These services allow customers to move from initial AI experimentation to secure production deployment with a single technical and strategic partner.

Customers and Market

NumLab Tech works with startups, software companies, professional-services firms and enterprises seeking to integrate AI into their products or operations.

The company initially focuses on the UAE and the wider MENA region, where demand is increasing for AI solutions that combine technical performance, data protection, regional compliance and infrastructure sovereignty.

Enclave42 is particularly relevant for organizations that process confidential, commercially sensitive or regulated information and require more visibility and control than conventional black-box AI services typically provide.

Mission

NumLab Tech’s mission is to make advanced AI infrastructure more accessible, transparent and secure.

Through Enclave42, the company aims to give organizations the freedom to use open-source AI models while maintaining control over costs, data processing and infrastructure choices.

AI inference should be open, predictable and verifiably secure.

Enclave42 gives businesses access to open-source models through distributed inference infrastructure, controlled token costs and customer-verifiable TEE protection.