A Real-World Case Study: Unlocking Documentation with AI-Powered Chatbots | Ai Heroes 2024 Talk

🎟️ the 2025 edition on 27 May: https://aiheroes.it/2025/tickets/ ⏩ Chapter: 00:00 Intro 03:56 How did we fix and address such problems with AI? 06:06 First Sprint: Building the Web app 08:31 Second Sprint: Retriva of chatbot response document references 11:03 What is a vector space? 14:15 Our vector space 15:42 Web App 17:51 Third Sprint: Automatic generation of vector space 19:25 Haystack pipeline 21:08 DEMO Have you ever wondered what it's like to have a virtual assistant that can answer questions about your documentation? In this talk, we'll share how we built an intelligent chatbot powered by OpenAI, Qdrant and Haystack to innovate user support and transform static documents into interactive resources. In today's fast-paced digital environment, instant access to relevant information is no longer a luxury but a necessity. Imagine interacting with a document as if it were a knowledgeable expert, providing precise answers at your fingertips. We harnessed OpenAI Assistant, Qdrant, and Haystack to build a chatbot that not only responds to document-based queries but also pinpoints the exact page and context of the information, creating a seamless and engaging user experience. Key Takeaways: - Real-world use case: From scratch, we transformed a client's documentation into a live, interactive resource. - Retrieval in Action: Learn how we integrated OpenAI's retrieval mode to quickly extract relevant information. - Advanced data management: Discover how Qdrant and Haystack handle embedding persistence and similarity calculations for fast answers. This will be a hands-on session where we'll dive into the code and show you how to replicate our solution. 🎤 CHRISTIAN DE SIMONE, AI & Software Engineer at MemorIA 🎤 LUCA GIUDICI, AI & Software Engineer at MemorIA 📍AI Heroes is the Italian Artificial Intelligence Conference for Developers, Engineers, Data Scientists & Product Managers. - The New Workflow to Shape the Future of Business - AI in the Next Generation Workforce - Key Technologies, Applications and Trends ℹ️ inform: https://aiheroes.it/ ✅ Tweet: https://twitter.com/AIHeroes_it ✅ Connect: https://www.linkedin.com/showcase/aiheroes-it/ ✅ Read: https://t.me/aiheroes #AIChatbots #Documentation #AIHeroes2025 #OpenAI #Haystack #Qdrant #VectorSpaces #MachineLearning #AIForDevelopers #TechInnovation