AI Procurement Questions for UAE Management Teams

A UAE distribution company is buying a service to classify incoming supplier documents. During the sales call, the vendor says that customer content stays in the region, the platform has round-the-clock support and the implementation partner will configure the finance connector. The offer arrives with three separate documents. The data addendum covers the hosted application, the support schedule excludes the connector and the implementation statement of work ends at go-live. Each assurance could be true within its own boundary. The buyer needs to know who will act when a real invoice is stuck and whether the promises apply to the deployment it will actually use.

A procurement meeting should produce a record of what the vendor demonstrated, where each commitment appears and who will own the obligation after signature. Ask bidders the same core questions, then follow up where their delivery models differ. Bring the business owner, security and privacy leads, finance, legal and the people expected to operate the service. Give each person a decision to make and an artefact to review.

Who is selling, operating and supporting the service?

Ask each bidder to name the contracting entity and identify who supplies the software, operates the deployment, runs the underlying model, performs implementation and answers support requests. A reseller may be able to quote a price while a different entity controls the platform or decides when a model is retired. Ask who can agree to a security change and who remains responsible if a subcontractor fails. Verify that those responsibilities survive the transition from the project team to routine support.

If a company presents a Dubai AI Seal, ask for the serial number and confirm the entity through the programme's verification process. The Dubai Centre for Artificial Intelligence describes the Seal as a way to verify AI service providers. Record which company holds it and which company is making the promise in the contract. Ask separately for evidence about the product, configuration and services in the proposal. Dubai AI Seal

ADNOC’s public carousel on a local manufacture and supply framework illustrates the importance of identifying the organization and subject of a supplier announcement. In an AI purchase, get the same specificity in the proposal and the signed schedules so operations knows who is responsible for each component.

Where does data go and what may each party do with it?

Give the vendor a concrete example, such as a supplier invoice that contains a contact name and bank details. Have the vendor trace it from upload through extraction, model calls, storage, logging, support access, backups and deletion. Ask the vendor to mark the region and operator for each part. A regional hosting statement can describe one component while saying little about diagnostics or access by a support team. Ask what changes if you enable an optional feature and whether you can keep that feature disabled for the agreed deployment.

Ask for a schedule that distinguishes processing to provide the service from product improvement, training, human review and abuse monitoring. Identify what each term covers, including prompts, attachments, outputs, logs and feedback. Clarify which promises also cover subcontractors. Ask who can approve a new subcontractor, how the buyer receives notice and what choices it has if the new arrangement cannot be accepted. Have a responsible owner reconcile the vendor's diagram, the service configuration and the signed terms.

Where the UAE federal personal data law applies, Article 8 sets out processor obligations, including processing in accordance with the controller's instructions and agreements that specify details of the processing. Article 2 describes the law's scope and exclusions. Determine the applicable regime for the specific entity and data before drafting the schedule, and confirm the roles on each processing path. The same vendor may do different work under different terms. UAE Federal Decree by Law No. 45 of 2021

Request an example of deletion in a test tenant and ask what remains in backups or operational logs. Ask what an administrator can prove from the service itself and what requires vendor assistance. Agree how a request to retrieve, correct or remove a record reaches each responsible party. Put a named owner and operating timeline on the process, including what happens after the agreement ends.

What evidence makes the service acceptable?

Define acceptance against the edition and environment named in the offer. For the distributor, that could mean extracting invoice references, preserving the correct supplier and routing duplicates for staff review. Test permitted examples with Arabic and English text, missing fields and documents sent twice. Ask the provider to show the downstream finance record and its history. A plausible classification in a sales demo does not establish that the connector will create a usable record.

Ask the provider to demonstrate a failed action. Disconnect a test integration after submission and inspect whether the service retries, records an uncertain outcome or creates a duplicate. Show the operator how to check which record reached finance. Have a buyer administrator remove a test user's access and check what the user can still retrieve. If the team needs audit evidence for a disputed payment, see whether it can connect the original document, approval and resulting entry using ordinary permissions.

NIST's generative AI risk profile discusses procurement due diligence on privacy, security, intellectual property and third-party risks, as well as contingency planning. Use those areas to decide what to request from the bidder. A security report can support a question about the controls it covers. Ask which services and dates are in scope and who handles exceptions relevant to the proposed configuration. NIST Generative AI Profile

Agree what happens when a check fails. A small display issue may have an owner and a later correction date. Missing access restrictions or an inability to retrieve the evidence needed for an audit may have to be resolved before the system goes live. Record the decision, the test that will be repeated and the party who pays for the remedial work. Give the implementation and finance teams the same record so they know which milestones trigger payment.

Who answers when the workflow stops?

Define support in terms of a real incident. Imagine invoice processing stops near the end of the working day. Does the buyer open a case with the reseller, the platform provider or the implementation partner? Who owns it until finance can process invoices again? Ask for the coverage hours and time zone, a severity definition and the escalation path for a queue that continues accepting jobs but can no longer complete them. Compare first response, workaround and restoration commitments. They describe different parts of the incident.

Ask for a sample incident notice and run a tabletop exercise with the proposed service desk. Have the vendor explain what facts it can provide, such as affected components, time range and whether files need to be resubmitted. The buyer should know which decisions remain its responsibility, including whether to use the manual queue and how to communicate with affected teams. Confirm where the contractual notification commitments are written and whether they cover failures involving a subcontractor.

Check what happens when the service changes without an outage. A model, connector or hosting arrangement may be updated while the product still operates. Ask which changes trigger notice, how much time the buyer has to test and whether the vendor can preserve an earlier configuration long enough to investigate. If the service requires a permanent change the buyer cannot accept, identify the contractual and practical routes to stop that part of the deployment.

What can the buyer keep, reuse or move?

Identify the assets involved. The company may bring process documentation and approved examples. The vendor may supply configuration, prompts, connectors or evaluation material. Ask what the buyer may reuse after termination, who owns custom deliverables and whether third-party terms restrict any of them. Ask legal to reconcile any promises about output use and intellectual property with the proposed supplier terms and the intended work.

Request a sample export before signing. Give it to a person who did not build the service and ask them to locate the source reference, extracted fields, final disposition and approvals. Check whether dates and identifiers can be reconciled with the finance system. If the buyer needs configuration or a data dictionary to interpret the export, specify it in the exit schedule. Agree who will help with migration and how charges are calculated. Establish how long the buyer can retrieve records and what evidence it will receive about retained or deleted copies.

Ask which commercial commitments survive a delayed rollout or early exit. Identify minimum usage, renewal notice dates, premium support and implementation charges. Compare these terms with the operational plan. If the company starts with one business unit, confirm whether its contract commits it to licenses or capacity for the rest. Record when the price can change and who reviews the forecast before a renewal goes through.

Make every unresolved answer visible before signature

Keep an issue list with the question, vendor response, evidence, contract reference and buyer owner. A response such as “supported on enterprise plans” stays open until the buyer can identify the applicable plan and the commitment it is relying on. Compare the final statement of work, order form and schedules against the issue list. Have the contracting team resolve inconsistent wording and identify which document governs if terms conflict. Give the service owner the final version so the purchasing decision can be enforced during operation.

Ask the service owner to read the signed commitments as if an incident has already happened. If they cannot tell who to call, what evidence they can request or when to escalate, turn the relevant schedules into an operating checklist and walk through it with both teams before go-live.

For the hypothetical distributor, approval could depend on a verified data flow, a passed duplicate test, named ownership of connector incidents and a sample export. A supplier who needs time to close an item can be assessed against a specific deadline and test. An issue that would expose the company to a failure it cannot manage should stay visible to the person with authority to sign. The purchase record should tell that person what has been demonstrated, what the vendor has agreed to deliver and what the buyer will have to operate itself.