Agentic AI Security and Governance in the UAE
An AI agent can read organisational data, call software tools and change business records. These capabilities create value only when the organisation can establish who authorised each action, which data the agent used, what limits applied and how operators can stop or reverse unsafe behaviour. Security governance must therefore cover the complete workflow, not only the model that helps to run it.
Start with the business action and its consequence
A model inventory identifies an important technical component, but it does not describe what an agent can do. The same model may answer internal questions in one workflow and release customer communications in another. Those uses create different privacy, financial and operational consequences.
The operating register should identify the workflow's purpose, owner, users, data, tools, external destinations and permitted actions. It should also state the maximum consequence of an incorrect or unauthorised action. This record defines the system that security teams must protect and gives management a basis for deciding how much authority the workflow may receive.
Give the agent its own identity and bounded authority
An agent that uses an employee's broad credentials can act with permissions unrelated to its assigned task. The resulting audit trail may also attribute the action to the employee without showing that software initiated it. NIST's current work on agent identity highlights this accountability problem and the risks created by shared, static or long-lived credentials.
The organisation should give each production agent a distinct identity and bind its permissions to the workflow, user, tool, action and time required. High-consequence actions may require fresh authorisation or a separate approval. If the workflow is disabled, the organisation must be able to revoke the agent's access without disabling unrelated users or systems.
Apply privacy controls to every data movement
An agent may retrieve personal data from one system, combine it with another source and pass part of the context to a model or tool. Each transfer can change who receives the data, why it is processed and how long a copy remains in prompts, traces or memory.
UAE organisations should identify the privacy and sector requirements that apply to the selected workflow with qualified advisers. The technical design can then enforce the approved purpose, minimise the data supplied to each component, restrict destinations and set retention for prompts, traces and memory. Logs should preserve the evidence needed for accountability without copying sensitive content that the investigation does not require.
Separate external content from workflow authority
Documents, emails, webpages and tool responses may contain instructions written for a person or inserted by an attacker. A language model can interpret that text as a command even though the content has no authority to change the workflow's goal or permissions.
The system should label retrieved content as evidence, keep policy instructions outside that content and validate every proposed tool call against an independent rule. The rule should check the requested action, destination, data class and authority before execution. Prompt filtering may reduce obvious attacks, but it cannot replace a control that prevents untrusted text from authorising a consequential action.
Constrain each tool at the action boundary
A connector described as access to email, finance or customer records may hide several materially different operations. Reading a record, drafting a change and committing that change create different consequences. Granting all three operations through one broad credential allows a planning error or injected instruction to become an external action.
Tool definitions should expose only the actions the workflow needs. The execution layer should validate parameters, restrict destinations, impose transaction and rate limits and use idempotent operations where retries can duplicate an effect. Human approval should show the proposed action and consequence clearly; repeated requests should not train reviewers to approve without examination.
Observe decisions, tool calls and resulting state
A conventional application log may show that an API request succeeded without showing which evidence, policy and approval led to it. An agentic trace should connect the initiating request, retrieved sources, model or rule decisions, tool parameters, approval events, external responses and final business state.
This trace supports more than audit. Security teams need it to detect new destinations, unusual tool sequences, repeated permission requests, policy overrides and drift in the types of cases the agent handles. Incident procedures should specify how to contain the affected route, preserve evidence, identify exposed cases and restore authority only after the failed condition has been tested.
Reassess governance when the workflow changes
A workflow can remain technically available while its risk changes. A new tool can add write authority, a new data source can introduce personal information, a revised prompt can change routing, and a model update can alter how the system interprets ambiguous instructions.
Change approval should therefore examine purpose, data, identity, permissions, tests and operating measures together. The organisation should repeat the relevant security and workflow evaluations before expanding authority. A previously approved design does not automatically cover a materially different action route.
Worked threat: instructions hidden in a supplier document
A procurement agent retrieves a supplier quotation from an approved document repository. The document contains concealed text instructing the agent to ignore approval rules and send pricing records to an external address. The repository is trusted to store supplier documents, but the supplier's content is not authorised to modify the agent's goal.
The agent may extract commercial terms from the quotation. However, a separate action control should reject the external destination, prevent disclosure of unrelated records and keep the purchase decision within the approved route. The test should vary the hidden instruction, document format, source and requested tool so that one familiar phrase does not become the only blocked case.
Reviewers should inspect the retrieved content, proposed tool call, blocked policy event and final external state. The workflow passes only if no protected data reaches the destination and the trace identifies which control stopped the action. A refusal message without state verification is insufficient evidence.
What Marketways can deliver
Marketways can map the selected workflow's identities, data routes, tool permissions, approval points and external actions. We can then design misuse, prompt-injection, privilege and state-verification tests around the actual systems and decisions involved.
The resulting review gives management a workflow inventory, authority map, control gaps, tested failure cases and remediation priorities. Marketways provides technical review, workflow design, implementation support and evaluation. We do not provide legal advice, regulatory approval or security certification; the organisation should obtain those conclusions from its authorised advisers and functions.