FinKnowledge is an advanced web application designed to streamline the analysis and exploration of financial reports using artificial intelligence. Users can easily upload PDF documents such as annual reports, 10-Ks, or other financial filings. Once uploaded, the system parses and indexes the contents using state-of-the-art language models and vector embeddings, storing them in a high-performance Qdrant vector database. This enables fast, semantic search and retrieval of information from large, complex documents. The application features a user-friendly interface built with Streamlit, allowing users to interact with their indexed reports through a chat-like experience. Users can ask natural language questions about the contents of their financial documents, such as “What were the key financial highlights for 2023?” or “Summarize the risk factors mentioned in the report.” The backend, powered by FastAPI, processes these queries, applies optional filters (such as company name, fiscal year, or report type), and retrieves the most relevant excerpts from the indexed data. To enhance clarity and readability, the system uses Google Gemini AI to rewrite and summarize retrieved information, presenting answers in concise bullet points or easy-to-understand paragraphs. This makes complex financial data accessible to both experts and non-experts. The application supports multiple companies and report types, allowing users to build a searchable knowledge base tailored to their needs. FinKnowledge is ideal for financial analysts, investors, auditors, and anyone who needs to quickly extract insights from financial documents. Its modular architecture, combining FastAPI, Qdrant, and Streamlit, ensures scalability, speed, and a seamless user experience.

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!