Not always. We usually start with what you have and change the platform only when it limits the use cases you need.
Doha Services
Best Data and AI company in Doha
Data platforms, analytics and responsible AI, with lineage and privacy controls. Hosn Al Tomoh works with organisations in Doha on data and AI, agreeing scope, responsibilities and proof of completion for each phase from the start.
Data and AI work builds the platform that analytics and models depend on: ingestion, modelling, quality checks, lineage and access controls. Responsible AI then adds evaluation, monitoring and clear rules on which data each model may use.
In Qatar, the personal data privacy law sets the baseline, the National Cyber Security Agency publishes the national information assurance standard, and banks follow Qatar Central Bank requirements. We plan hosting, data classification and evidence around these from the start.
Before go-live, we run a full rehearsal of the cutover with the team who will operate the service, and agree in advance how problems will be escalated in the first weeks after launch.
The scope can run from a short diagnostic to a phased rollout, and each phase is fixed before it starts.
Where the effort goes
We concentrate on the points below, because that is where the work usually stumbles.
- Lineage from each report or model back to its source systems.
- Quality checks that stop bad data before it reaches decisions.
- Privacy rules that set which data each model and team may use.
What we check first
Data platforms lose support when they take a year to show value. We deliver one useful data product early, then extend the platform behind it.
At the end of each phase we provide the proof your risk and audit teams need to file: test results, access reviews and signed handover documents.
Before you start
Practical questions from IT and procurement teams.
Each phase is scoped and priced separately, with the team, the deliverables and the acceptance criteria written down, and you receive an itemised quote before work starts.
Your team, unless you choose managed services. We name who is responsible for each component before launch, hand over the runbooks and train your people.
How the work runs
Four stages, each with clear criteria for moving to the next.
Discover
We document the current set-up, the people involved and the constraints, and agree what success looks like.
Design and plan
We set the target design, phases, test approach and acceptance criteria, and review them with your architects and risk team.
Build and test in stages
We deliver in increments, testing and demonstrating each one before the next begins.
Hand over
We hand over runbooks, train your team and support the launch, then formally transfer responsibility to the people you nominate.
Ready to mature your operations?
Book a technical consultation with our principal engineers to map out your architecture and transition plan.