Before You Add AI, Get Your Data House in Order

An AI project often starts with the question, “What can we do with our data?”

An equally useful question comes first: “Do we understand which data we have, who may access it and how it is protected?”

Archives, file shares and backup estates contain valuable information. They can also contain outdated permissions, duplicate records and content retained for very different reasons.

Getting those foundations in order makes a proposed AI use case easier to assess.

Begin with one defined use case

Identify the information the application needs and the people who should receive its output. Resist connecting a broad collection of repositories before understanding their contents.

Review source ownership and classification. Confirm the intended use with the organisation’s security, legal and compliance teams where appropriate.

Information retained for recovery or a legal obligation is not automatically approved for another purpose. The proposed workflow needs its own decision about access and use.

Carry permissions into the design

A search or assistant should not expose information to somebody who could not access it through the approved source workflow.

Review how the proposed integration applies source permissions, authenticates users and records access. Define how permission changes and deleted content are reflected over time.

Also decide what happens to prompts, generated responses and logs. Their storage, retention and access can introduce new information-management tasks.

Improve the source information

Archive health, usable metadata and consistent retention help the organisation understand what it is making available.

Address obvious ownership gaps, abandoned repositories and unclear lifecycle rules. Establish which records are authoritative and how exceptions are handled.

Protect the new service’s configuration and dependencies as well as the information it uses. Recovery planning should explain how the organisation restores the workflow and verifies its access controls after an incident.

This work does not require a grand transformation programme. A focused review of one repository and one proposed use case can identify the immediate actions.

Virtech helps organisations strengthen data protection, archiving and governance foundations through assessments, technical services and custom reporting. Learn more about our archiving and governance services.

Before expanding an AI project, ask Virtech to review the data protection and archive readiness of its sources.

Email sales@virtech.ae or call +971 4 580 7555 to speak with our specialists.