The verdict in three sentences
For a group with 1,200 employees in Dubai, an internal AI assistant answering from your procedures, contract templates and internal memos costs 120,000 to 300,000 AED and deploys in 10 to 14 weeks. The RAG technique (retrieval-augmented generation) cites the exact source of each answer, which limits errors and reassures legal teams. The real issue is not the AI model but security: enforcing access rights document by document and complying with the UAE Personal Data Protection Law (Federal Decree-Law 45 of 2021), or DIFC and ADGM rules where they apply.
What a RAG assistant actually does
An employee asks a question in English or Arabic: 'What is the expense reimbursement procedure for business travel abroad?'. The assistant searches the document base for relevant passages, checks that the employee may read them, then writes a short answer with links to the source documents.
The gain is measured in time. Industry studies estimate that a manager spends 1.5 to 2.5 hours per week searching for internal information. A well-fed assistant cuts that time by about 60%.
| Use case | Sample question | Documents used | Estimated gain |
|---|---|---|---|
| Human resources | Leave, travel expenses, staff handbook | HR procedures, policies | 50 to 70% fewer HR tickets |
| Legal | Standard NDA clause, notice periods | Contract templates, legal memos | 1 to 2 h per contract |
| Quality and operations | ISO procedure, safety sheet | Quality manual, SOPs | Search in 30 s instead of 10 min |
| Sales | Terms and conditions, discount grid | T&Cs, standard offers | Client replies 2x faster |
| IT | Reset VPN access | Support knowledge base | 30 to 40% fewer level-1 tickets |
| Management | Decisions from the last committee | Minutes, internal memos | Summary in 1 min |
2026 cost in AED by architecture
Budget varies with document volume, the number of sources to connect (SharePoint, file servers, DMS, ERP) and above all how the AI model is hosted.
| Component | API option (external model) | Private hosting option | Comment |
|---|---|---|---|
| Scoping and document audit | 15,000 to 30,000 AED | 15,000 to 30,000 AED | 2 weeks |
| Ingestion and indexing (20,000 to 100,000 documents) | 30,000 to 70,000 AED | 30,000 to 70,000 AED | OCR of scans extra |
| Access rights management (Entra ID / Active Directory) | 20,000 to 45,000 AED | 20,000 to 45,000 AED | Essential |
| Web interface and Teams integration | 25,000 to 55,000 AED | 25,000 to 55,000 AED | EN and AR |
| Model infrastructure | 0 AED (pay per use) | 50,000 to 100,000 AED (GPU server or private cloud) | Structuring choice |
| Monthly running cost | 3,000 to 10,000 AED | 5,000 to 12,000 AED | Depends on query volume |
| Total project | 120,000 to 200,000 AED | 180,000 to 300,000 AED | 10 to 14 weeks |
The API option is faster and cheaper upfront, but document excerpts pass through an external provider. Private hosting, on your servers or in a UAE cloud region, keeps all data in-country, at the cost of a hardware investment.
Security and compliance: the blocking points
Three rules must be in the specification. First, the assistant never shows a passage that an employee could not open themselves: rights are checked at each search, not only at indexing. Second, question logs are kept and auditable, with a defined retention period. Third, documents containing personal data (employee files, customer data) are either excluded or processed in line with the PDPL, with particular care for cross-border transfers.
When using a foreign API, data transfer outside the UAE must be assessed: data processing agreement, no reuse of data for training, encryption in transit, and preferably a provider offering in-region hosting.
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Sami, CIO of an industrial group in Dubai (1,200 employees, of whom 400 managers and technicians regularly consult documentation), chooses private hosting at 260,000 AED, plus 8,000 AED per month of running costs, so 356,000 AED in the first year.
Each user spent 2 hours per week searching for information. With 60% time saved, that frees 1.2 hours per week, or 480 weekly hours for 400 people. Valued at 120 AED per hour (average loaded cost), that is 57,600 AED per week, about 2.5 million AED over 44 working weeks. Even counting only a third of that gain, the investment pays back in under six months.
FAQ
How much does an internal RAG assistant cost in Dubai in 2026?
Budget 120,000 to 200,000 AED with a model accessed by API, and 180,000 to 300,000 AED with private hosting. Monthly running costs add 3,000 to 12,000 AED depending on usage.
Can the assistant make up answers?
The risk exists, but RAG strongly reduces it by forcing the model to answer from retrieved documents and cite its sources. A test phase on 200 to 300 real questions measures the correct answer rate, often above 85%.
Are our confidential documents protected?
Yes, if the assistant applies directory permissions to every query. A sales employee will never see an excerpt from a finance memo they cannot open.
Does the assistant understand Arabic and English?
Yes, recent models handle English, Modern Standard Arabic and French well. Gulf dialect is understood reasonably, but answers are written in English or standard Arabic.
How long for a first pilot?
A pilot on a limited scope (HR procedures, 2,000 to 5,000 documents) takes 4 to 6 weeks for 50,000 to 80,000 AED. It validates quality before group-wide rollout.
Let's scope your project. Internal RAG assistant on your documentation, with access rights enforced and hosting of your choice, from 120,000 to 300,000 AED in 10 to 14 weeks, pilot possible in 4 to 6 weeks. Detailed quote within 48 h. WhatsApp +221 77 596 93 33.
Mohamed Bah
Fondateur, Kolonell
Passionate about digital and entrepreneurship in Africa, Mohamed has been helping Sénégalese businesses with their digital transformation since 2020. Founder of Kolonell, he believes every SME deserves a professional and accessible online présence.
