Production-grade RAG systems, agentic AI pipelines, and cloud data infrastructure — engineered for fintech, legaltech, and insurance clients who cannot afford to be wrong.
Multilingual retrieval-augmented generation pipelines built for accuracy, citation integrity, and domain compliance.
LLM-based intelligent agents with tool use, orchestration, and governance layers for enterprise workflows.
End-to-end model lifecycle — containerized deployment, drift detection, CI/CD, and incident response.
Real-time data pipelines, vector databases, and DORA/FINMA-compliant systems for regulated industries.
AI systems for insurance-defense law, claims analysis, and policy compliance across Moroccan and EU frameworks.
Real-time data pipelines and ML infrastructure engineered to DORA, FINMA, and GDPR compliance standards.
Multilingual legal document intelligence, RAG systems for Arabic and French corpora, and jurisdictional AI guardrails.
Sovereign data infrastructure for regulated financial institutions requiring audit-ready, explainable AI systems.
End-to-end multilingual RAG system serving a Moroccan insurance-defense law firm. Handles Arabic and French legal corpora with BGE-M3 hybrid embeddings, ColBERT reranking, and a legal boundary interceptor enforcing jurisdictional constraints. Full audit trail with QueryAuditLog. Deployed on Hetzner with Django, PostgreSQL + pgvector, and MinIO.
Real-time Forex market data pipeline engineered to DORA and FINMA compliance standards. Multi-pair WebSocket ingestion with auto-reconnect and exponential backoff. Grafana monitoring, CI/CD via Docker and Kubernetes, and production incident alerting — demonstrating regulated-sector ML pipeline deployment and operational resilience.
Sovereign Data Systems is an independent AI and data engineering practice operating at the intersection of regulated-sector compliance and cutting-edge machine intelligence.
We serve fintech, legaltech, and insurance clients across MENA and EU — clients who operate in environments where an incorrect AI output is not a bug, but a liability.
Every system we build is audit-ready, explainable, and engineered for the compliance requirements of the industries we serve.
Whether you need a RAG system for a regulated corpus, a compliance-grade data pipeline, or a senior AI engineering consultation on a critical product — let's talk.