DocChat-Docling is an AI document chatbot framework that transforms static documents into an interactive knowledge base. By ingesting PDFs, text files, and other formats, it indexes content with vector embeddings and enables natural language Q&A. Users can ask follow-up questions, and the agent retains context for accurate dialogue. Built on Python and leading LLM APIs, it offers scalable document processing, customizable pipelines, and easy integration, empowering teams to self-serve information without manual searches or complex queries.

Metaphor Systems leverages generative AI to provide an advanced search experience that goes beyond traditional keyword-based methods. By understanding natural language prompts, Metaphor allows users to search the internet in more expressive and creative ways. With integration into popular platforms like Slack and MS Teams, as well as a Chrome Extension, Metaphor ensures streamlined access to the most relevant information quickly and efficiently.