Ayah Kouider@Ayah_k

This project, the AI Marketing Assistant, solves the problem of generic AI content by implementing a robust Retrieval-Augmented Generation (RAG) pipeline. Unlike standard chatbots, this system doesn't rely solely on the LLM's pre-trained knowledge. Instead, it allows users to upload their private, proprietary documents—such as brand style guides, detailed product specifications, and internal case studies.These documents are processed in the backend, chunked, and transformed into vector embeddings using a powerful embedding model. The resulting vectors are securely stored in Qdrant, a high-performance vector database. When a user requests content (e.g., "Write a tweet about our new product"), the query is used to perform a similarity search against the Qdrant knowledge base. The most relevant document chunks are dynamically retrieved and "stuffed" into the prompt before being sent to the Gemini LLM. This process grounds the AI's response in the user's truth, ensuring the generated marketing copy is not only creative and engaging but also factually accurate and perfectly aligned with the brand's unique voice and current product details. The system uses FastAPI and PostgreSQL for a secure, scalable backend architecture.

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!