Data Foundations
Most AI projects fail on data, not on models. We clean, connect and govern your data so AI has something real to work with — including Arabic data handled properly.
What this is
Ask any team whose AI project quietly died and you will hear the same story: the model was fine, the data was not. Records scattered across systems that do not talk to each other, documents scanned but never indexed, Arabic text mangled by tools built for English, and nobody able to say who owns which dataset or whether it may legally be used.
This engagement fixes the foundation. We inventory and connect your data sources, build the pipelines that keep them current, and establish the quality rules and ownership so the data stays trustworthy after we leave. Arabic data gets first-class treatment: correct encoding and normalisation, dialect-aware processing, and document pipelines that read right-to-left scans as reliably as English ones.
We also put governance in place that regulators in the UAE and Saudi Arabia expect — classification, residency, retention and access controls — so that when you build AI on top of this foundation, the legal basis is already settled.
What you get
- Data source inventory with ownership, sensitivity and residency mapped
- Integration pipelines connecting your priority systems
- Data quality rules with automated monitoring and alerting
- Arabic text processing pipeline — normalisation, OCR and dialect handling
- Data governance framework: classification, retention and access policy
- A documented, queryable data layer ready for AI workloads
Who this is for
Organisations that suspect — or have been told — that their data is not ready for AI: banks with decades of siloed records, healthcare groups with mixed digital and paper archives, government entities consolidating legacy systems, and any enterprise whose Arabic documents defeat off-the-shelf tools.
How we engage
Typically three to six months, delivered in stages that each leave you with something working — the inventory first, then priority pipelines, then governance. We build inside your environment with your tools where possible, and train your team to own the result.
Frequently asked questions
Related services
All servicesTalk to us before you commit to a platform, a vendor, or a build
A one-hour conversation about what you're trying to do — in Arabic or English. No slides, no obligation.