You will get RAG readiness audit for your PDF knowledge base

Let a pro handle the details

Buy Generative AI services from Marouan, priced and ready to go.

Let a pro handle the details

Buy Generative AI services from Marouan, priced and ready to go.

Project details

I will assess whether your PDF document collection is ready to support a reliable RAG or document-based AI assistant.

I will extract and index up to 10 PDFs, create a 20-question benchmark, and test retrieval relevance, citation quality, missing-information handling, and unsupported-answer risk.

You will receive a client-ready audit report containing:

• Retrieval and citation results
• Answerable and unanswerable question tests
• Examples of successful and failed responses
• Identified knowledge-base gaps
• Prioritized recommendations for improving your future RAG or PDF chatbot

This project evaluates the document knowledge base itself. It does not include deployment of a production chatbot or testing of an existing live application.
AI Algorithms
Large Language Model, Transformer Model
AI Applications
AI Chatbot, Conversational AI, Natural Language Generation, Natural Language Understanding
AI Development Language
Python
AI Tools
Hugging Face, PyTorch
AI Models
BERT

What's included $99

These options are included with the project scope.

$99
  • Delivery Time 3 days
  • Number of Revisions 1
    • Model Documentation
    • Model Testing & Optimization
    • Natural Language Processing

Frequently asked questions

Marouan A.Status: Offline

About Marouan

Marouan A.Status: Offline
Python Automation & AI Agent Developer | Data Extraction & APIs
Larache, Morocco - 7:18 am local time
I am a Software Engineering and AI developer specializing in Python automation, AI agents, data extraction, API integration, and intelligent document-processing systems.

I build practical solutions that turn repetitive or complex tasks into reliable automated workflows. My experience includes developing LLM-based multi-agent systems, RAG applications, web and PDF data-extraction pipelines, backend APIs, and full-stack applications.

I can help with:

• Python automation and custom scripts
• AI agents and multi-agent workflows
• LLM and RAG application development
• Web scraping and structured data extraction
• PDF, Excel, and CSV processing
• API development and integration
• Data cleaning, transformation, and ETL
• Backend development with Python or Spring Boot

My technical background includes Python, Java, FastAPI, Spring Boot, Angular, PostgreSQL, Docker, Kubernetes, machine learning, and large language models.

I focus on clear requirements, clean implementation, thorough testing, and dependable delivery. Whether you need a small automation script, a data-processing workflow, or an AI-powered prototype, I aim to provide a solution that is practical, maintainable, and aligned with your exact needs.

Steps for completing your project

After purchasing the project, send requirements so Marouan can start the project.

Delivery time starts when Marouan receives requirements from you.

Marouan works on your project following the steps below.

Revisions may occur after the delivery date.

Document review and benchmark design

I review the submitted PDFs, intended use case, and priority questions.

Knowledge-base indexing and testing

I extract, chunk, and index the documents, then run the 20-question benchmark.

Review the work, release payment, and leave feedback to Marouan.