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I. On-Premise GenAI for High-Stakes Regulatory Compliance
I. On-Premise GenAI for High-Stakes Regulatory Compliance
Tags: GenAI | Regulatory Technology | Sovereign AI | Financial Sector
Location: KSA, 2025
Summary:
I architected a secure, on-premise GenAI system to help a major KSA bank navigate complex Basel III/IV and SAMA regulations under strict data sovereignty laws. The RAG-based architecture was specifically engineered to eliminate hallucinations and provide fully auditable, source-cited answers, using a stack optimized for performance and privacy, including Ollama, LangChain, and FAISS.
Impact:
The platform increased municipal infraction detection by 32%, reduced inspector workload by 25%, and provided the foundational infrastructure for future smart city initiatives.
II. Smart City Command Platform for Public Safety & Services
II. Smart City Command Platform for Public Safety & Services
Tags: Smart Cities | Public Safety | AI Platforms | SOA
Location: KSA, 2024
Summary:
I led the architectural design of a SAR 25M municipal command and control platform using a Service-Oriented Architecture (SOA) to unify fragmented city systems. The platform integrates real-time analytics, geospatial data from ArcGIS Pro, and IoT sensor feeds to power predictive inspections, optimize emergency response, and enable data-driven enforcement.
Impact:
Delivered a blueprint for deploying high-assurance GenAI in regulated environments, creating a path to dramatically reduce legal review cycles while ensuring 100% compliance and data security.
III. End-to-End ML Pipeline for Real Estate Pricing & Risk
III. End-to-End ML Pipeline for Real Estate Pricing & Risk
Tags: Commercial AI | Real Estate | MLOps | Revenue Optimization
Location: UAE, 2023
Summary:
I architected a multi-stage ML pipeline on Microsoft Azure for a major real-estate company, a leading developer, to inject predictive intelligence across their business. A key component was a dynamic pricing engine that used web-scraped data and ensemble regression models to optimize pricing in real-time. The full pipeline also integrated IoT-driven predictive maintenance and financial risk models.
Impact:
The pricing engine directly increased sales conversion by +14% and improved profit margins by 9%, serving as a key driver in the company's digital transformation.
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