Build the governed knowledge layer
Document intake, ontology, access controls and lineage over your own corpus, with an append-only audit trail. Nothing is silently deleted; every answer can be traced to who saw what, and when.
The foundation
Every practice we run stands on a governed knowledge and context layer. The Arabic-first foundation that makes the rest of our work reliable.
What we do.
Arabic, normalized end to end
Arabic is normalized identically at indexing and at query time (diacritics, alef variants, ta marbuta, Arabic-Indic digits), so retrieval never silently misses. Built for formal legal and regulatory language and bilingual corpora.
Cite or refuse, by design
Assistants quote the exact source text behind every claim. When the sources do not support an answer, the system refuses instead of inventing one, and the refusal is tested, not hoped for.
Domain rules outrank similarity
Authority, recency and supersession are enforced in ranking, not left to the model's judgment. A superseded rule is flagged, and a higher authority is never outvoted by a closer-sounding match. Tuned continuously as regulation and your corpus change.
Outcomes you can expect.
- Faster, traceable answers for boards, regulators and auditors
- A single, governed source of context for AI across the firm
- Reduced hallucination risk in regulated workflows
- Reusable foundation for every downstream AI use case
Designed for the Kingdom.
Built to align with PDPL data-handling expectations and SDAIA responsible-AI guidelines, with in-Kingdom data residency by default. Human oversight is designed into every workflow.