AI-Based Legal Case Analysis System
$30-250 USD
Pago na entrega
Project Requirement Document
Objective:
Develop an AI system that processes a new case file in PDF format and provides:
1. A lawyer preparation document (e.g., arguments, precedents, and strategies).
2. A decision prediction (e.g., potential outcomes, legal reasoning).
The system should utilize existing case data for training and inference.
________________________________________
Data Structure:
The input data is organized in numbered folders containing case-related documents. For example:
• /1/01_case_files/ — Contains the case file (PDF).
• /1/02_lawyer_presentation_document/ — Contains the lawyer's preparation documents (PDF).
• /1/03_Decision/ — Contains the decision (PDF).
• Similarly for /2/, /3/, etc.
The system should process these existing folders to create a knowledge base for retrieval and training.
________________________________________
Workflow Requirements:
1. PDF Data Processing:
o Extract text from PDFs in 01_case_files, 02_lawyer_presentation_document, and 03_Decision folders.
o Preprocess and clean the text for use in training.
2. Similarity Search:
o When a new case file (PDF) is uploaded, the system should compare it with existing cases to find the most similar cases.
o Use FAISS or another high-performance similarity search tool to index and retrieve similar cases based on embeddings.
3. Embedding Generation:
o Generate vector embeddings for case documents using a suitable AI model such as LangChain embeddings or LLAMA.
4. Model for Output Generation:
o Use an AI model like LLAMA, GPT-3.5, or similar to:
Generate a lawyer preparation document based on the retrieved similar cases.
Provide a predicted decision for the new case based on patterns observed in past cases.
5. Key Outputs:
o A lawyer preparation document tailored to the new case, referencing similar cases and legal strategies.
o A decision prediction based on legal reasoning and retrieved case outcomes.
6. User Interaction:
o Allow users to upload new case PDFs.
o Display or download the generated lawyer preparation document and decision prediction.
________________________________________
Proposed Technology Stack:
1. Backend:
o LangChain: For embeddings and AI workflow orchestration.
o FAISS: For fast similarity search and retrieval.
o LLAMA/GPT-3.5 or GPT-4: For generating outputs (lawyer preparation and decision).
2. Frontend (Optional):
o A simple web-based UI for uploading PDFs and displaying results.
3. Environment and Deployment:
o Python-based backend.
o Use virtual environments (e.g., venv) for dependency management.
o Cloud-based or local deployment (to be decided).
4. Data Handling:
o Store and process case data securely.
o Ensure compatibility with multiple case folders and their hierarchical structure.
________________________________________
Expected Deliverables:
1. An end-to-end AI-powered system that:
o Accepts new case PDFs.
o Finds and retrieves similar cases.
o Generates a lawyer preparation document.
o Provides a predicted decision for the new case.
2. A comprehensive deployment plan, including installation and setup instructions.
3. Documentation detailing:
o Code structure.
o Workflow architecture.
o Instructions for adding new data.
________________________________________
Developer Input Needed:
1. Solution Proposal:
o Suggested AI models, frameworks, and tools for the workflow.
o Optimization strategies for handling large datasets.
2. Budget Estimation:
o Development cost for the complete system.
o Maintenance cost for future updates.
3. Timeframe:
o Expected timeline for development and testing.
________________________________________
Additional Notes:
This system should be scalable and modular, allowing for future integration with additional AI models or features, such as improved decision predictions or multi-user access.
ID do Projeto: #38881774
Sobre o projeto
33 freelancers estão ofertando em média $314 nesse trabalho
Hello, I trust you're doing well. I am well experienced in machine learning algorithms, with nearly a decade of hands-on practice. My expertise lies in developing various artificial intelligence algorithms, including Mais
Hello, good time Hope you are doing well I'm expert in MATLAB/Simulink, Python, HTML5, CSS3, Java, JavaScript and C/C#/C++ programming and by strong mathematical and statistical background, have good flexibility for s Mais
Hello Sir/MAM I am a skilled full stack developer. Having rich experience in Java , C++ , C , C# , Python , Eclipse , Sql , Mysql , .Net ,Oracle , Object Oriented Programming , Data Structure Mais
Hi there, we are a team and experts in Python, Django, Website design, Graphic design. Please, send me a message to discuss the work and finish in no time. Thanks Ashish Kumar.
I am a seasoned content writer with nearly a decade of expertise, I empower entrepreneurs, startups, and established businesses to articulate their unique value proposition. My portfolio showcases a proven track record Mais
Hi there, With 7+ years of experience as an AI/ML Engineer, I specialize in developing scalable machine learning models and deploying AI-powered solutions. My expertise spans designing end-to-end data pipelines, creat Mais
I am a specialized writer who has been providing professional writing services since 2017 and I have 800+ reviews with 4.8 ratings. In this industry, to produce 100% output the most important thing is the “CREATIVITY” Mais
With over X years of experience as an AI/ML Engineer, I am confident in my ability to deliver a robust and scalable AI-based legal case analysis system, tailored perfectly to your project's requirements. My wealth of e Mais
My name is "Usama Safdar" and I am a Ph.D degree holder which means I am highly-capable to tackle this project "Content Editor " with 100 percent accuracy. I am a professional writer with over 6 years of experience Mais
My name is Rabia Faisal, I am working in the writing industry since 2011. During this time, I have served countless clients with a full amount of satisfaction by providing them with TOP Quality Solutions. I have comman Mais
Hi Shreedhar M.. No problem this for me. I am very excited with your project because I have completed similar project recently. The skills required for your project ---AI-Based Legal Case Analysis System--- are my ma Mais
Hi Mate Shreedhar M., Good afternoon! I’ve carefully checked your requirements and really interested in this job. I’m full stack node.js developer working at large-scale apps as a lead developer with U.S. and European Mais
Hello, I'm Umair, a React.js specialist with experience in AI integration. Your project for an AI-Based Legal Case Analysis System aligns perfectly with my expertise. I propose a comprehensive approach: - Personalize Mais
