Data and analytics

With a short assessment of your sources and the decisions you make most often. It ends in a roadmap, and the first step is usually a small pilot with a fixed scope, such as one dashboard for one department.

In the first phase of the project, once your main source is connected and its numbers are reconciled. Your quote gives a date for each phase.

It depends on the number of sources, the state of the data, how often it refreshes and how many people use it. You get a fixed quote after the assessment.

That's the goal. We train each role, hand over documentation in Arabic or English, and set up governed self-service so your team can build simple reports without waiting on anyone.

The ones that fit your licences, budget and team. Many companies already own Power BI or Google Workspace, so we check what you have before recommending anything new.

Yes, we design them in both languages from the start. Some tools don't mirror report layouts for right-to-left reading, so we explain each tool's Arabic limits before you choose.

Yes. These systems offer APIs, so we connect with read-only access and an agreed refresh schedule. Systems that only export files can be scheduled too.

Where it changes a decision, yes. Most reports only need a daily or hourly refresh, which costs less and is easier to keep accurate, so we match the refresh to how fast you act on the numbers.

We reconcile every figure against the totals in your source systems, automated checks run on every refresh, and one KPI dictionary defines how each number is calculated.

Often, yes. We check that your history is long and clean enough, build a simple baseline model and measure its accuracy on data it hasn't seen before you rely on it. Seasons such as Ramadan need more than a year of history to model well.

In accounts in your company's name, in a location we agree with you and record in the project. If any part sits outside the Kingdom, we help you document the legal basis for the transfer under the Personal Data Protection Law.

Yes. When we handle personal data for you, we act as your processor under the Personal Data Protection Law, and the agreement sets out the purpose, the data, the duration and how we tell you about any breach.

We map our work to the NDMO's data management standards and help you prepare the evidence for your self-assessment. We never claim a certification we don't hold.

Only what the work requires: read-only accounts wherever possible, created in your name and removed when the work ends. We sign an NDA before we see any data.

You do. Everything is built in accounts in your company's name, and we hand over the code, the documentation and full admin access.