4,500+
cases handled by the firm
100K+
judicial precedents indexed
6
GCC jurisdictions supported
A GCC regional law firm needed a bilingual AI legal assistant capable of drafting documents, retrieving judicial precedents, analyzing uploaded case files, and surfacing same-day legal news, in both Arabic and English, across six different national jurisdictions, each with its own data sovereignty requirements. No off-the-shelf solution existed. Inferenz built the entire platform from scratch: a full-stack AI legal assistant with an Intent Router dispatching queries to five specialized workflows, a multi-tenant PostgreSQL architecture with geo-fenced country databases, a custom Arabic RTL document generation pipeline, and real-time legal news retrieval from official government and legal websites. The platform serves Kuwait, UAE, Saudi Arabia, Oman, Qatar, and Bahrain, reducing legal research and document drafting from days to minutes.
GCC legal practice presented four compounding challenges that no existing tool addressed. Every one of them had to be solved for the platform to be usable in a live legal environment.
Identifying applicable judicial precedents for a single case required 2 to 3 days of effort from a senior lawyer supported by 2 to 3 paralegals. Government legal portals offered only basic keyword search with no semantic capability, meaning lawyers had to manually read through volumes of printed judgments and government websites to find relevant precedents.
GCC legal systems operate in Arabic. No available tool could generate professionally formatted Arabic legal documents with correct right-to-left rendering, handle Arabic filenames and folder structures, or manage the jurisdictional specificity each of the six countries required. Translating outputs through generic tools such as Google Translate was not viable for legally precise documentation.
Each attorney specialized in a different legal domain. Research bottlenecks cascaded: lawyers waited on paralegals, paralegals waited on domain specialists. Drafting could not begin until research was complete. With hundreds of document templates required across statement of claim, appeal, petition, and legal notice formats, no single team member held the full picture.
GCC data sovereignty regulations required each country's legal records to remain within national boundaries. Kuwait, UAE, Saudi Arabia, Oman, Qatar, and Bahrain each needed isolated data environments. Any solution had to enforce strict physical and logical data separation across all six jurisdictions while still operating as a single platform and had to scale to new countries without requiring code changes.
Inferenz built the entire platform from scratch, delivering a production-ready bilingual AI legal assistant across web, mobile, and admin surfaces, with every component purpose-built for GCC legal practice.
Built the entire platform from scratch across web (React), mobile (Flutter), and admin panel, with a FastAPI backend powered by an Intent Router that classifies every query and dispatches it to one of five specialized agentic workflows: legal document drafting, judgment search, document analysis, general Q&A, and appeal automation.

Implemented a multi-tenant PostgreSQL architecture with country-isolated databases for all six GCC jurisdictions (Kuwait, UAE, Saudi Arabia, Oman, Qatar, and Bahrain), each hosted in its corresponding AWS region. Adding a new country requires only uploading its legal corpus via the admin panel with no code changes. The admin panel supports drag-and-drop multi-file upload with Arabic folder structures per country, automatic OpenSearch sync on upload, and an admin-configurable list of government and legal websites scraped for real-time news. A custom Arabic RTL pipeline handles PDF/DOCX export with bilingual prompts, seeded with 20,000 client-provided documents.

Deployed dual parallel RAG pipelines: one for judicial precedents, one for statutory articles, each using multi-query reformulation to expand vague queries before retrieval from OpenSearch, filtered by jurisdiction. Integrated real-time web search across 20+ government and legal websites to surface same-day judgments with source URL citations, keeping the knowledge base current without full re-ingestion.

Delivered tiered subscription plans with token-based billing, dynamic token-to-cost calculation with a configurable margin per request, and cancellation and refund handling. The admin panel manages users segmented by country, profession, and plan type, with targeted push notifications to specific segments, a suggestion manager for ranking user-facing query prompts, and dynamic content management for policies and emails. Policy updates trigger a mandatory acceptance flow on the next app start.10,000 free license codes were distributed to legal students across GCC universities.





Faster research and drafting
Research and document generation cut from 2 to 3 days to under 5 minutes per query, without paralegal support, from a single plain-language input.
Bilingual Arabic and English platform
Arabic and English legal documents generated with RTL-correct formatting, serving a professional user base that English-only tools could not reach.
Geo-fenced data isolation
Data isolation was enforced per jurisdiction. New GCC countries added via admin panel configuration only, with no changes to the underlying codebase.
Legal knowledge
Same-day judgments surfaced via live web search across 20+ official legal websites, keeping the platform current without waiting for corpus re-ingestion.
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