Collect files, turn them into clear insights, and send a summary by email with a link to an AI chat for follow up questions. Great for teams that need fast document reviews for clients, staff, or stakeholders.
Incoming files arrive through a form. Each file is split and sent to a parsing API that turns it into markdown. The flow checks parsing status, pulls the result, and merges all markdown. An AI model translates and analyzes the content, then the text becomes HTML and a clean attachment. A copy is stored in a vector database using Mistral embeddings and Pinecone so the chat assistant can answer questions with context. A second trigger listens for chat messages and uses a retriever and Q and A chain with Gemini to reply based on the uploaded content. Gmail sends the report and link so the user can keep the conversation going.
Setup needs accounts for email, AI, parsing, and vector storage. Expect hours of manual reading to drop to minutes. This is useful for policy reviews, onboarding packs, proposals, and research summaries where users still want a chat to clarify details.