Case Study

Arabic AI Law

Arabic AI Law is a comprehensive legal ecosystem designed for the Saudi domain, featuring advanced RAG pipelines, multimodal interaction, and intelligent case management.

ClientSaudi Legal Tech
Arabic AI Law legal RAG platform built with FastAPI, Pinecone, and React
Visual Showcase

Screenshots

High-resolution snapshots of the platform interface and user experience.

Arabic AI Law legal search interface with RAG query results
Arabic AI Law Pinecone vector and BM25 hybrid search results
Arabic AI Law voice-to-text Whisper legal query input
Arabic AI Law subscription tier and Stripe billing page
Arabic AI Law legal case workspace and document organization

The Challenge & Solution

Problem

A Saudi legal tech client required an Arabic-first legal research platform combining precise statute retrieval with conversational AI. Generic search failed on Arabic legal terminology and multimodal input was needed for busy practitioners.

Solution

Protonixs built Arabic AI Law with a FastAPI RAG pipeline combining Pinecone vector search and BM25 keyword ranking, Whisper voice input, query enrichment agents, and tiered Stripe subscriptions. An RTL React frontend and case workspace organized research by matter.

Results

The platform delivered accurate Arabic legal retrieval, voice query support, and subscription monetization with admin-configurable models. Legal teams gained a dedicated workspace for case-based research with usage and cost monitoring built in.

Tech Stack

FastAPI, Django, Pinecone, BM25, Whisper, React, Redux, Stripe, JWT

Key Features &
Technologies

A deep dive into the technical implementation and the powerful features that make Arabic AI Law unique.

FastAPIDjangoPineconeBM25WhisperReactJWTStripeRAG

Comprehensive Legal AI Ecosystem: Developed a sophisticated, decoupled RAG (Retrieval-Augmented Generation) platform tailored for the Saudi legal domain using FastAPI and Django.

Advanced RAG Pipeline: Engineered a high-performance search system combining Pinecone vector similarity with BM25 keyword ranking for precise retrieval of Arabic legal articles.

Multimodal Interaction: Implemented seamless Voice-to-Text processing using OpenAI Whisper, allowing users to submit legal queries via Arabic audio.

Intelligent Query Enhancement: Integrated specialized AI agents to analyze user intent and generate multiple optimized search queries, ensuring maximum legal domain coverage.

Robust Authentication & Security: Built a secure user management system using JWT (JSON Web Tokens) and Djoser, featuring mandatory email verification and granular access controls.

Subscription-Based Monetization: Designed a tiered subscription model with automated Stripe integration, linking feature access to user-specific tier levels (Basic to Ultimate).

Dynamic AI Configuration: Created an administrative dashboard to manage GPT-4o/GPT-3.5 models and system prompts dynamically without redeploying code.

Full-Stack Performance: Leveraged a modern React/Redux frontend to provide a responsive, RTL-supported (Right-to-Left) Arabic interface for legal professionals.

Analytics & Cost Monitoring: Built custom tracking modules to monitor OpenAI API usage and operational costs with detailed daily and monthly reporting.

Isolated Case Management: Developed a 'Legal Case Workspace' feature, allowing users to organize legal research and AI conversations into distinct, manageable case files.

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ahmad@protonixs.com