ChefMedia

The Mission Restaurant owners often lack time and technical knowledge to manage their social media presence effectively. The goal was to build an intuitive platform that automates content creation and posting, while providing smart tools to optimize engagement with minimal effort.The Solution I developed ChefMedia, a modern and AI-powered platform that enables restaurant owners to create, manage, and publish content to Facebook and Instagram seamlessly. The application focuses on simplicity, automation, and efficiency.Key Features<ul><li>Social Media Integration: Schedule and publish posts directly to Facebook and Instagram using the official Meta APIs.</li><li>AI Vision Tool: Automatically detects image content (food, drinks, ambiance) and generates smart, engaging post captions using AI.</li><li>AI Editor: Enhance and rewrite content with intelligent suggestions.</li><li>File Library Manager: Organize uploaded images with tags and metadata for faster access and categorization.</li><li>Content Templates: Easily reuse successful formats for promotions, menu items, or special events.</li></ul>Tech Stack<ul><li>Frontend/Backend: Next.js + TypeScript</li><li>Database: Firebase</li><li>Deployment: Vercel</li><li>AI Support: Built with the assistance of Cursor AI for code generation and development speed</li><li>Third-party Integrations:<ul><li>Meta Graph API (Facebook + Instagram posting)</li><li>Custom AI services (vision + text)</li></ul></li></ul>Duration Initial MVP delivered in 1.5 months, followed by continuous feature updates and optimizations.<div class="image-container"><div class="image-row-wrapper"><div class="image-wrapper"><img src="https://cdn.collective.work/cmcoi6ikwe6z75tf4gh39hwth.png"><div class="image-overlay"></div></div></div></div>

A smart content publishing tool tailored for restaurant owners to simplify and automate their social media presence using AI and custom integrations.

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ChefMedia – AI-Powered Social Media Tool for Restaurant Owners

Community Key

The Mission The client needed a centralized platform to enhance community engagement within multiple companies. Each company (called a "portal") had its own employees and wanted to offer events, games, social features, and internal marketing—all inside a unified, secure application with different user roles and levels of access.The Solution I developed Community Key, a robust Bubble application that integrates a wide set of features:<ul><li>Multi-Portal System: Each portal is a company with its own employees and management.</li><li>Advanced User Roles: Super admin, admin, portal manager, event host, and regular members.</li><li>Social Media Feed: Internal communication and updates.</li><li>Event Management: Organize, host, and participate in events per location or interest.</li><li>Arcade Games: Integrated via third-party game APIs for engagement and entertainment.</li><li>Email Marketing System: Fully connected with SendGrid for smart targeting and automation.</li><li>Poster Builder Tool: Design and publish visual content using Template API.</li><li>Perks &amp; Rewards: Integrated Paylode API for employee benefits.</li><li>Kiosk Mode: Public or semi-public access points with limited interaction.</li><li>Ad System: Manage and display internal advertisements for employees.</li></ul>Key Technologies Used<ul><li><a href="http://Bubble.io" rel="noopener noreferrer nofollow" target="_blank">Bubble.io</a> (no-code development platform)</li><li>SendGrid API (email system)</li><li>PaperGames API (arcade games)</li><li>Template API (poster builder)</li><li>Paylode API (rewards system)</li></ul>Duration Project duration: 6 monthsImpact The app unified communication and engagement tools across multiple client companies, improving employee participation in events and boosting internal interaction. The gamified and visual nature of the platform significantly increased daily active users and offered each company a customizable tool to maintain their unique culture.

A complex Bubble.io application connecting multiple company portals into one social and gamified platform for employee engagement.

Bubble

Community Key – All-in-One Engagement Platform for Employee Communities

Solution Keepers

<h3>Case study content</h3>The Mission The goal was to create an intelligent backend system capable of analyzing a user’s project data from a Bubble app, generating new personalized project suggestions, and returning high-value insights to improve user outcomes—all with zero manual intervention.The Solution Using n8n, I built an automated AI-driven pipeline that performs the following:<ol><li>Webhook Trigger – Captures a request from the Bubble frontend when a user asks for insights.</li><li>HTTP Request – Fetches the user’s project data from Bubble’s API.</li><li>AI Agent (OpenAI) – Uses a language model to analyze the data, understand user goals, and generate new project ideas and personal insights.</li><li>Information Extractor – Structures and refines the AI output into usable formats (titles, descriptions, goals, tags, etc.).</li><li>Final HTTP POST – Sends the structured projects and insights back to the Bubble app to be displayed for the user.</li></ol>Technologies Used<ul><li>n8n: Visual automation platform</li><li>OpenAI Chat Models: Used twice (one for creative reasoning, one for structured extraction)</li><li>Bubble API: For reading and writing user data</li><li>Webhook &amp; HTTP Modules: For seamless data movement</li></ul>Innovative Highlights<ul><li>AI Recommendations Engine: The AI agent provides personalized project ideas to help users improve their lives.</li><li>Data Extraction Layer: Ensures that AI output is formatted correctly before being pushed to the app.</li><li>User-Centric Workflow: The end result is a highly personalized set of suggestions that appear instantly in the user's app dashboard.</li></ul>Duration Project built and tested over 1 week, optimized iteratively.Impact Users now receive tailored project suggestions and life-enhancing insights instantly, which improves engagement and satisfaction. The AI engine adapts to user needs and continues to evolve based on new data.Client Feedback"This automation saved us countless hours and created real value for users. The smart suggestions and insights make our platform feel truly intelligent."

An automated AI workflow that fetches user data from a Bubble app, analyzes it, and generates actionable project recommendations and insights tailored to personal growth.

Data Engineering

No-code Automations

AI-Powered Project Generator – n8n Workflow for User Insights & Smart Suggestions

Solidworks Associate

Upwork

Full Stack No-Code Developer

Solopreneur and nocoder. I help people to create a business using nocode & AI tools as a leverage in their freedom quest.

Full Stack No-code Developer

Senior project manager 

Automation Sales Specialist

Ingénieur développement process

Conception et animation avec Inventor d’une machine de thermoformage des baignoires en acrylique (Travail en Freelance)

Khalil Ben Cherifa

Full Stack No-Code Developer

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Full Stack No-code Developer

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Automation Sales Specialist

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ESPRIT

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ChefMedia – AI-Powered Social Media Tool for Restaurant Owners

ChefMedia

Community Key – All-in-One Engagement Platform for Employee Communities

Community Key

AI-Powered Project Generator – n8n Workflow for User Insights & Smart Suggestions

Solution Keepers

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