OCR COMPTA (new Version) : Extraction of invoice data with IA & Generic Patterns
MBH OCR is an AI-powered intelligent document processing solution that combines OCR, Generative AI, and LLM technologies to automatically extract, understand, classify, and process accounting data from scanned documents and invoices. The platform evolved from a traditional rule-based OCR system into a smarter AI-driven solution, improving data extraction accuracy, reducing manual processing, and streamlining accounting workflows.
OCR COMPTA – This web application dedicated to accountants aims to save time in processing invoice binders. It permits :
Extraction of fields (e.g. VAT, Amount including tax, invoice number, etc.) quickly from invoices in image or PDF format
Intelligent document understanding using LLMs to interpret invoice content and context.
AI-assisted classification of invoices and accounting documents.
Migration from static extraction patterns toward a hybrid OCR + rules + AI/LLM architecture.
View key figures such as field detection success and failure rates for each supplier
Manage customers
Manage suppliers
Manage accounting accounts for each customer
Consult the list of scanned invoices and their fields which have been extracted
Export the result of an OCR to an Excel file
Reduction of manual data entry and improvement of accounting workflow automation
Easily add a new supplier using an interface called ‘Test Lab’
Frontend part to facilitate the addition of a new supplier with its model invoices as well as defining the patterns of each field to extract
Customers
This solution has been saled to several clients in Tunisia, Switzerland and France
Points on technologies
For the new version of MBH OCR, I worked with a modern, AI-powered technology stack combining backend development, document processing, messaging, storage, databases, and DevOps tools.
POS back office V2 : managing sales, transactions, and reports.
POS Back Office is an administrative system that allows businesses to manage sales, transactions, products, and reports through a centralized dashboard.
This project represents a new version of the POS Back Office system (see previous version v1). In this version, I fixed several bugs from the previous release and improved performance and security by using modern technologies, particularly Spring and Hibernate.
Main features include:
Dashboard overview and monitoring
Product management
Seller management
Ticket management
Access rights and permissions management
Service management
Statistics and reporting (service reports, ticket logs, sales reports, etc.)
This project was developed as part of my final year graduation project.
Technologies Used
Backend: Java EE, Spring, Hibernate, JPA
Frontend: JSF, PrimeFaces
Build Tool: Maven
Reporting: Jasper iReport
Database: Oracle
Server: Apache Tomcat
Database Tool: SQL Developer
Methodology: Scrum (Agile)
Screenshots
Video Presentation
Project Highlights
This project provided an excellent opportunity to develop a rich web application with an advanced graphical user interface using PrimeFaces, while improving performance and scalability through the use of the lightweight Spring framework.
It also allowed me to gain hands-on experience with several important and widely used technologies, including Maven for dependency management, Hibernate for ORM, and PrimeFaces for building modern user interfaces.
Additionally, this project introduced me to Agile development practices, particularly the Scrum methodology, which enhanced my understanding of structured teamwork, task planning, and iterative development.
Conclusion
This new version successfully integrated modern and innovative technologies such as Spring, Hibernate, Maven, and PrimeFaces to deliver a more secure, scalable, and high-performance POS back office application.
This project involved the development of a complete e-commerce website for a boutique specializing in bodybuilding supplements, including protein, creatine, and other nutritional products.
This project involved the development of a complete e-commerce website for a boutique specializing in bodybuilding supplements, including protein, creatine, and other nutritional products.
The platform allows customers to browse products, add items to their cart, and place orders securely using Stripe or PayPal. It also provides the option to order directly via WhatsApp for faster communication. The system includes product management, customer accounts, order tracking, and secure payment integration.
This project was developed as a freelance mission for a specialized retail store.
Duration: 1 month Project type: Freelance project
Customers
This solution has been saled to one client in Tunisia
The objective of this project was to manage FTTH (Fiber To The Home) network components in order to optimize infrastructure costs, including PTO, NRO, central units, connectors, and splitters.
Main features:
Management of central units (create, update, delete)
Management of NRO (Network Regional Offices)
Management of PTO (Optical Termination Points)
Management of splitters and connectors
Calculation interface to select FTTH network components and determine the maximum supported network length
This project was developed as part of a Java mini-project.
Duration: 4 months Date: April 2014
Points on technologies
Java EE 6
Spring 3.1
Jpa
Hibernate 3.6
Jsf 2.1
Primefaces 5.0
Glassfish
Maven 4
Eclipse Kepler
Oracle 10g
Screenshots
Video Presentation
Get a quote on a project :
Zaytouna LMS : Smart Learning for Modern Education
Zaytuna LMS is a modern e-learning platform that enables institutions to manage courses, teachers, students, and live classes in one secure system.
Zaytouna LMS is a customized e-learning platform built on the ********** script, which was purchased and then adapted to meet the specific requirements of the client, Clio. The platform was enhanced with additional features such as calendar management, planning, and session organization, and several core functionalities were modified to align with the client’s educational workflow.
The solution is available as a web and mobile platform and supports multiple live-class gateways, including Zoom, Agora, BigBlueButton, and Jitsi, enabling flexible and interactive online learning experiences.
Zaytouna LMS – Key Features
Online course and content management
Student and instructor management
Calendar, planning, and session scheduling
Live classes and virtual classrooms
Multiple live gateways (Zoom, Agora, BigBlueButton, Jitsi)
Web and mobile-friendly platform
Interactive learning dashboard
Exams, quizzes, and certificates
Progress tracking and reporting
Secure access and role management
Customers
This solution is currently used by several clients in Tunisia. (Zaytouna LMS and Safa LMS)
Technologies Used
Backend & Web Application: Laravel (Full-stack backend and administrative interface)
Mobile Application: Flutter
Live Classes Integration:
Zoom API
BigBlueButton API
Jitsi API
Agora API
We cannot
Mobile Notifications: Firebase Cloud Messaging (FCM) for push notifications
GOLD GPS is a comprehensive GPS tracking and fleet management solution designed for businesses and individuals seeking full control over their vehicles. It combines a mobile app, a web platform, and a powerful GPS server infrastructure to deliver real-time vehicle tracking, fleet operations, and complete lifecycle management including sales, purchases, rentals, and repairs.
📱 Mobile App – GOLD GPS Mobile
The mobile app is designed for users on the go — fleet owners, logistics managers, or individuals — providing instant access to critical data and controls.
Key Features:
📍 Real-time vehicle tracking on the map
✋ Remote engine stop command
🕒 Detailed trip history and vehicle routes
🚧 Geofence creation with exit/entry alerts
📢 Push notifications for events like towing, unauthorized movement, or geofence exit
📆 View events, alerts, and notifications
🛠️ Maintenance records, expense tracking, and reminders
📊 Summarized reports for distance, duration, and behavior
📷 Profile photo upload (camera or gallery)
💻 Web App – GOLD GPS Web Platform
The web application is built for professionals and administrative users. It offers advanced fleet analytics, operational control, and full access to business processes.
Key Features:
🗺️ Real-time fleet dashboard with interactive map
🧭 Full trip playback with timestamps and speed
🧾 Track expenses per vehicle (fuel, maintenance, repairs, etc.)
🔧 Maintenance planning and reminders
📊 Custom reports (speed, stops, driving time, events)
👤 User management with roles and permissions
🧩 Integration with ERP/CRM systems via API
📑 Modules for vehicle sales, purchases, rentals
🔄 Real-time sync with the mobile app
🖥️ GPS Server – Backend Infrastructure
The GPS server forms the core of the GOLD GPS system, handling live data from GPS trackers installed in vehicles.
Technical Highlights:
📡 Supports all major GPS trackers (e.g., Traccar, Teltonika, Concox…)
🕒 Real-time data processing (location, speed, ignition, alerts)
🗂️ Centralized database for trips, alerts, geofences, reports
The GOLD GPS project stands out as a comprehensive and integrated solution designed to meet all fleet management and tracking needs, whether for small businesses or large enterprises. Its multi-platform system (mobile app, web app, and GPS server) delivers a seamless, real-time experience that allows full control over every vehicle from anywhere. The user-friendly interface combined with advanced features such as remote engine control, geofence alerts, and detailed trip tracking ensures effective cost optimization and enhanced vehicle security. Additionally, hosting on a secure VPS server guarantees high availability and robust data protection. GOLD GPS is also highly scalable, adapting to specific client needs through a modular architecture and API integration capabilities. Finally, it offers excellent value by centralizing all vehicle operations — from purchase to rental and maintenance — in one easy-to-use platform.
TO CONCLUDE
GOLD GPS is a powerful and versatile fleet management solution that combines cutting-edge technology with user-friendly design. By integrating real-time tracking, comprehensive vehicle management, and scalable infrastructure, it empowers businesses to optimize operations, enhance security, and reduce costs effectively. Whether you manage a small fleet or a large-scale operation, GOLD GPS provides the tools and insights needed to stay connected, informed, and in control — anytime, anywhere. With its robust features and reliable performance, GOLD GPS is the smart choice for modern fleet management.
Where I delved into the fundamentals of programming languages such as HTML, CSS, and JavaScript. This pivotal experience ignited my passion for development, laying the foundation for my exploration into the dynamic world of coding
Fundamental IT license
Higher Institute of Computer Science (2010 - 2013)
14/20
The Fundamental IT license significantly elevated my development skills, providing a robust foundation. Empowered by this experience, I've embarked on creating freelance projects, leveraging newfound expertise to deliver innovative solutions
IT engineer
Higher Institute of Computer Science (2010 - 2013)
15/20
As an IT engineer, I've advanced my projects by integrating cutting-edge technologies. Proficient in advanced programming languages like Laravel and Angular, I now excel in delivering sophisticated projects efficiently and with precision.
Certafications in Java & PHP
Udemy - (2021)
Online
I am proud to hold certifications in both Java and PHP, showcasing my proficiency and expertise in these versatile programming languages. These certifications validate my commitment to staying at the forefront of technology and reinforce my capability to deliver high-quality solutions in Java and PHP development.
Features
Development Skill
Java SE/EE
96%
Laravel
95%
Angular
98%
Ionic
93%
Flutter
80%
Features
Design Skill
Photoshop
100%
FIGMA
95%
ADOBE XD.
60%
ADOBE ILLUSTRATOR
70%
ADOBE DESIGN
90%
2013 - 2024
Job Experience (+ 10 Years)
FullStack Developer (JAVA SE - EE / Laravel 7 / Symfony 4 / Angular 11) - 3 Years
Unidosa - On A Mission At MIPIH - (2020 - Present)
France
As an IT consultant, I spent 3 years at ESN Unidosa. During this period I had assignments with major companies in France such as FrenchLocker, ArcMobile, and Mipih
Web Developer (Laravel/Angular/Java) / Mobile (Ionic) - 4 Years
Aggema - (2016 - 2020)
France
A significant experience at an insurance leader in France in the insurance field, During this experience I had solid knowledge in the insurance business as well as developing several projects some either mobile and web
Freelance with a Accountant - 2 Years
Mbh Fiduciaire - (2015 - 2019)
Suisse
I had the opportunity to enter into cooperation with an Accountant who has a large client portfolio. We have proposed several solutions to help theirs customers to easily manage their invoices
Java SE / Java EE Developer
Horizon Informatique (2013 - 2015)
Tunisia
2 years at horizon informatique as a Java SE / EE developer. During this period I developed a commercial management software, a Cash Register and a backend of this cash register
2007 - 2010
Company Experience
Personal Portfolio April Fools
University of DVI (1997 - 2001))
4.30/5
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Examples Of Personal Portfolio
University of DVI (1997 - 2001))
4.30/5
The education should be very interactual. Ut tincidunt est ac dolor aliquam sodales. Phasellus sed mauris hendrerit, laoreet sem in, lobortis mauris hendrerit ante.
Tips For Personal Portfolio
University of DVI (1997 - 2001))
4.30/5
The education should be very interactual. Ut tincidunt est ac dolor aliquam sodales. Phasellus sed mauris hendrerit, laoreet sem in, lobortis mauris hendrerit ante.
2007 - 2010
Job Experience
Personal Portfolio April Fools
University of DVI (1997 - 2001))
4.30/5
The education should be very interactual. Ut tincidunt est ac dolor aliquam sodales. Phasellus sed mauris hendrerit, laoreet sem in, lobortis mauris hendrerit ante.
Examples Of Personal Portfolio
University of DVI (1997 - 2001))
4.30/5
The education should be very interactual. Ut tincidunt est ac dolor aliquam sodales. Phasellus sed mauris hendrerit, laoreet sem in, lobortis mauris hendrerit ante.
Tips For Personal Portfolio
University of DVI (1997 - 2001))
4.30/5
The education should be very interactual. Ut tincidunt est ac dolor aliquam sodales. Phasellus sed mauris hendrerit, laoreet sem in, lobortis mauris hendrerit ante.
Our pricing for mobile application development is tailored to the unique needs and complexities of each project. We understand that every app is different, and factors such as functionality, design complexity, and platform choice play a crucial role in determining the overall development cost. Our pricing is transparent and based on a detailed assessment of your requirements. Whether you need an Android or iOS application.
List of factors influencing the pricing:
Functionality: The complexity and scope of features.
Design Complexity: The intricacy of the user interface and user experience design.
Platform (Android/iOS): Development for a specific platform or both.
Integration of Advanced Functionalities: Incorporating advanced features like AI, AR, or extensive third-party integrations.
Customization Level: The degree of customization required for the app.
Development Timeframe: Urgency and timeline for project completion.
Maintenance and Support: Ongoing support and maintenance requirements post-launch.
Price Per Hour
$20.00
Our pricing model for web development is designed to accommodate the diverse requirements of each project, recognizing the varying complexities associated with different websites. We take into account factors such as the type of website (e.g., static, dynamic, e-commerce), the extent of interactivity, design intricacy, and the technology stack involved. Whether you need a responsive website, an e-commerce platform, or a custom web application, our pricing is transparent and based on a thorough evaluation of your specific needs. List of factors influencing the pricing :
Type of Website: Static, dynamic, e-commerce, etc.
Interactivity: Degree of user engagement and interactivity.
Design Complexity: Intricacy of the website's design and user experience.
Technology Stack: Choice of front-end and back-end technologies.
Advanced Features: Integration of advanced functionalities and third-party services.
Customization Level: The extent of customization required.
Project Size and Scale: The overall scope and scale of the web development project.
Maintenance and Support: Ongoing support and maintenance requirements post-launch.
Price Per Hour
$30.00
Our pricing for desktop development is tailored to meet the unique demands of each project, recognizing the diverse complexities associated with different desktop applications. We take into consideration factors such as the type of application (e.g., standalone software, enterprise solutions), the level of sophistication in features, design intricacy, and the chosen technology stack. Whether you require a robust business application, custom software, or a specialized desktop solution, our pricing is transparent and based on a thorough assessment of your specific needs. List of factors influencing the pricing:
Type of Desktop Application: Standalone software, enterprise solutions, etc.
Feature Sophistication: Level of complexity in features and functionalities.
Design Intricacy: Complexity of the user interface and user experience.
Technology Stack: Choice of technologies for development.
Advanced Features: Integration of advanced functionalities.
Customization Level: The extent of customization required.
Project Size and Scale: The overall scope and scale of the desktop development project.
Development Timeline: Urgency and timeframe for project completion.
Maintenance and Support: Ongoing support and maintenance requirements post-launch.
What I Learned From Being a Broke, Unemployed Graduate.
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Nevine Acotanza
Chief Operating Officer
I am available for freelance work. Connect with me via and call in to my account.