How to Set Up an AI Safety, Evaluation or Model-Audit Company in the UAE

The licensing authority (a mainland Department of Economy and Tourism or a free-zone authority) decides whether the company exists and what commercial activity it may describe itself under. That authority does not test or approve the quality of an AI evaluation.

Two separate perimeters sit beside the licence. UAE data-protection law governs how the company may collect, process, store and transfer personal data that reaches it during an engagement: model training data, customer records, or outputs that contain personal information. Where the company's testing involves actively probing a live system for weaknesses, that work sits inside cybersecurity and unauthorised-access rules, so testing without the system owner's written authority is not a grey area to be solved by a confident licence description.

The UAE Telecommunications and Digital Government Regulatory Authority (TDRA) regulates telecommunications and digital-government infrastructure; where an evaluation touches regulated ICT or telecom services, ask TDRA directly whether its rules apply before describing that work on the licence. The UAE Cyber Security Council sets the national cybersecurity strategy and coordinates policy across sectors; it is the body to approach on how national cyber-risk policy affects a testing or assurance business, rather than a day-to-day licensing desk. Treat both as authorities to confirm with directly, not as a settled answer this guide can give in advance.

The UAE Strategy for Artificial Intelligence 2031 sets the federal direction for AI adoption and governance; it is a policy document, not a licensing scheme, so it does not itself create an approval category for an evaluation company to apply against. The practical requirements that do bind the business sit in UAE data-protection law: how personal data is processed, on what legal basis, how long it is kept, and what happens to it once an engagement ends. Build the data-handling answer from the official data-protection source itself, not from a generic privacy-policy template, because an evaluator that receives training data, prompts or outputs containing personal information is a processor in its own right for as long as it holds that data.

Where the evaluation involves actively testing a production system, get the client's written scope and authority on file before work starts, and keep it. That document is also what a bank, insurer or counterpart will ask to see first.

Banks and enterprise customers will ask what data the company touches, who owns the test findings, and whether the company's claims about independence or certification can be evidenced by a contract rather than a marketing line. A signed statement of work describing the evaluation methodology, its scope and its limitations is the single strongest piece of evidence in the pack.

Prepare before onboarding:

The work on corporate bank account readiness sets out how that evidence pack is assembled and reconciled with the financial model before a bank sees it. Cost is built in layers, and Velarozone's own fee is itemised in the engagement letter rather than published as a headline figure; how Velarozone works sets out the approach.

Decide, before incorporation, whether the company issues opinions, scores or attestations in its own name, or only supports a client's internal testing. The first role carries professional-liability exposure that the second does not, and insurers price the two very differently. Name who within the company is accountable for sign-off on any report that goes to a customer's board, regulator or auditor, and keep that person's competence and conflict-of-interest position on file, not only in a CV.

Where a foreign parent holds the evaluation methodology, accreditation or brand, and the UAE entity delivers the service locally, the ownership and licensing chain between the two needs the same care as any technical-services franchise; see regulated and complex ownership setup. A written business plan and supporting documentation is where the methodology, the roles and the budget are tied together before a bank or investor sees them.

Specialist evaluators and security testers who are not UAE or GCC nationals need their own residence visas, tied to the licensed entity; confirm visa quota and category with the licensing authority before hiring plans firm up. Secure test environments and client data held on UAE soil raise data-residency and deletion questions that should be answered once, in writing, and applied consistently rather than re-decided per client. Licence renewals and any sector-specific confirmations run on their own cycles; track them separately from each client engagement's own start and end dates.