A client asks you to review how their business could use AI. You prepare a report, recommend a few tools and suggest a pilot project.
Then they ask you to build it.
That changes what you will deliver. You might now be connecting software to their customer database, developing an internal assistant or maintaining an automated workflow. If your business description covers only advice, you need to check whether it also covers the work you have just agreed to do.
For founders researching AI consultancy business activities in Abu Dhabi, this is a useful starting point: describe the work customers will pay for before choosing the activity wording for your application.
This article focuses on that decision. For the wider registration process, see our guide to setting up a business in Masdar City Free Zone.
Start with the service your customer will buy
“AI consultancy” can describe several quite different businesses.
One consultant might help a management team decide where AI is worth using. Another might build a document-search tool. A third might sell access to software they have developed.
Write down your first expected project in ordinary language. What will the client receive? Who will build it? Will you remain responsible after delivery?
Compare these descriptions:
“We provide AI solutions to businesses.”
“We review customer-support processes and recommend where an AI assistant could help. We deliver a written assessment and an implementation brief. We do not develop or operate the software.”
The second description gives the licensing team something concrete to assess. It also makes it easier to explain your business to a prospective client.
If you intend to build the software too, say so. Leaving it out does not make the application more accurate.
Separate advice, implementation and product sales
Use the following examples to organise your proposed services before discussing them with the licensing authority.
These are descriptions of business models, not official activity names or confirmation that a particular licence covers them.
| What you intend to sell | What the work could include | What to clarify |
|---|---|---|
| AI strategy advice | Reviewing processes, assessing use cases and recommending tools | Which approved activity covers the advisory work? |
| AI implementation | Configuring tools and connecting them to a client’s existing systems | Does the proposed activity cover integration and implementation? |
| Custom software development | Building an assistant, application or model-based feature | Which development activities match the deliverables? |
| Subscription software | Charging customers to use an application you operate | What activities cover the product and its operating model? |
| AI training | Delivering workshops or structured courses | Does the training format require a separate activity or approval? |
| Ongoing technical support | Monitoring systems, fixing problems and maintaining integrations | Does the approved scope cover the support you will provide? |
A business may plan to offer more than one of these services. The question is whether the proposed combination is permitted under the selected activities and what conditions apply.
The UAE Government’s guidance on starting a free-zone business directs founders to the relevant free-zone authority for licensing and registration requirements. Ask for confirmation against your actual service description rather than relying on a similar-sounding label.
Watch the boundary between a recommendation and a working system
Imagine a consultancy that reviews how a property business handles enquiries.
The initial assignment is straightforward: interview employees, assess the existing process and recommend improvements. The consultant then proposes an AI assistant that can answer questions using the client’s approved property information.
The client likes the proposal and asks for a working system.
Before accepting the expanded project, the consultant should clarify whether their approved activities cover development or integration. They should also revise the project scope to explain who will host the system, maintain it and review its answers.
The change can happen during an ordinary sales conversation. It does not need to involve a completely new business idea.
A practical habit is to review your activity scope whenever a proposal adds a new kind of deliverable. Moving from a report to a deployed application is a good reason to pause and check.
Prepare a one-page activity brief
You do not need a long pitch deck to explain what the company will do. A short operational brief is usually a better starting point for the discussion.
Include:
- The customers you expect to serve.
- The services you will invoice for.
- A sample deliverable for each service.
- Whether you will develop software, configure existing tools or provide advice only.
- Whether customers will pay project fees, subscriptions or ongoing support charges.
- Any training, software resale or subcontracted delivery you plan to offer.
- Where the work will take place and where customers will use the service.
Separate services you intend to launch now from ideas you might explore later.
For example, a founder might plan to begin with AI assessments and implementation projects, then develop a subscription product after learning what customers need. Both plans belong in the discussion, but they should not be presented as the same service.
Ask how future changes would affect the licence before committing to work outside the initial scope.
An example service description
A hypothetical consultancy could describe its proposed work like this:
“We plan to help small professional-services businesses assess and implement internal AI tools. Our initial services will include workflow reviews, tool configuration and integration with existing business software. We also intend to provide maintenance for the systems we implement. We will not offer public training courses or sell our own subscription platform at launch.”
This is a starting point for review, not wording to copy into an application without checking it. Your description should reflect your own delivery model.
Ask about the exact activity wording
Bring the brief to the licensing discussion and ask questions that can produce specific answers:
- Which activity names and codes cover each proposed service?
- Can those activities sit together on the proposed licence?
- Are there exclusions or external approvals to consider?
- Does the scope cover implementation and ongoing support as well as advice?
- Would paid training or a future subscription product require a change?
- Are there conditions relating to where or how the services are delivered?
Keep the written response with your application records. If the answer depends on a detail of your business model, make sure that detail appears in the brief.
Avoid treating the phrase “AI consultancy licence” as proof of a particular permission. A marketing description, an activity name and the conditions attached to a licence are different things.
Our licence overview provides broader context. Confirmation of the proposed activities still needs to come from the relevant authority.
Describe how you will handle client data
An AI project can involve access to information that never appeared in the original sales proposal.
A client might offer customer emails for testing. An employee could upload internal documents to a tool. A software provider may process information outside the client’s own systems.
Before accepting access, map what information the project needs and where it will go. Ask:
- Can the pilot use synthetic or properly anonymised data?
- Which tools and providers will receive client information?
- Who can access it?
- Does a provider retain inputs or use them to improve its models?
- What happens to the information when the engagement ends?
The UAE Government’s data-protection overview describes rules governing personal-data processing and cross-border transfers, alongside other relevant laws. The applicable requirements depend on the project and data involved.
Have an appropriate adviser review those requirements where needed. Client permission alone should not be treated as a complete compliance assessment.
For activity planning, the immediate task is to describe your role accurately. A consultancy that only reviews a process operates differently from one that hosts customer information and runs the resulting system.
Make the proposal match the business you described
Your service brief should remain useful after the licensing discussion.
Use it when preparing proposals. If you described an advisory business, a proposal promising development, hosting and continuous monitoring deserves another review.
For implementation work, agree what the client is buying before the project begins. The proposal should explain the deliverables, acceptance tests and responsibilities after handover.
An internal assistant, for example, needs more than a promise that it will “answer questions accurately”. Decide which documents it can use, which questions fall outside its scope and when a person must review the answer.
Discuss ownership and usage rights too. Clarify what the client receives, what pre-existing material you retain and which parts depend on another provider’s licence terms. Obtain legal advice on the contract where appropriate.
These decisions help prevent a small pilot from quietly becoming an open-ended support commitment.
Considering Masdar City for an AI consultancy
Masdar City’s technology overview describes its AI and advanced-technology ecosystem. That gives an AI founder a reason to investigate the location, but the business still needs an activity scope that matches its work.
Take your service brief into that conversation. Ask about the proposed activities and any practical requirements for delivering them.
Treat opportunities for collaboration separately from licensing. Being located near technology organisations does not, by itself, guarantee customers, partnerships or permission to provide every AI-related service.
Before you submit your application
Read your service brief alongside a sample client proposal.
Would someone reviewing both documents understand the same business? If the brief describes advice but the proposal includes building and operating software, resolve the difference first.
Check that:
- Each planned paid service appears in the brief.
- The authority has confirmed the relevant activity wording.
- You understand any conditions or additional approvals.
- Development, training and ongoing support have not been left implicit.
- You have identified the data and external software involved.
- Future services are clearly separate from what you plan to offer at launch.
Once the service scope is clear, the wider registration discussion becomes more focused.
Questions founders ask
Does using AI make my business an AI consultancy?
Using AI tools does not explain what your business sells. A marketing agency may use AI to prepare drafts while continuing to sell marketing services. Describe the service your customer buys and ask the authority which activity covers it.
Can I offer advice and build the recommended system?
Explain both services during the activity review. Do not assume that permission for advisory work also covers development, integration or operating the system. Ask whether the proposed activities cover the full delivery scope.
What if I use existing software instead of writing code?
Describe the configuration and integration work you will perform. The absence of custom code does not fully describe the service. Connecting a client’s systems and maintaining the workflow can involve responsibilities beyond recommending a tool.
Should I include workshops in the application discussion?
Yes, if you plan to sell them. Explain the audience, format and whether you intend to offer certificates. Ask whether the proposed activity covers that form of training or whether another approval is needed.
Discuss your proposed AI services
Prepare a short description of what you intend to sell and one example of a client project. Include implementation or support if either forms part of the offer.
You can then discuss your business setup requirements with our team and identify the activity questions that need confirmation before you apply.
This article provides general planning information. Confirm activity permissions and approval requirements with the relevant licensing authority, and obtain professional advice on contracts and data protection where needed.
