LlamaIndex

Search documents
How Cemex Builds with LlamaIndex to Transform Operations, Supply Chain, and Customer Experience
LlamaIndex· 2025-08-25 17:55
Since we started using Llama Cloud, our data ingestion process uh moved from taking around 3 weeks up to less than a day. My name is Daniel Garcia Zapata. I'm a senior data scientist at Se, a global building material company, one of the largest rhythmics producers in the world.We use AI to improve our maintenance, supply chain optimization, smart operations, health and safety, and for commercial efforts, we use it to uh help our salespeople improve uh their engagement with our customers. We didn't have a st ...
Document Agents for Finance Automate Document Data with AI
LlamaIndex· 2025-08-13 23:20
Workflow Example: https://docs.cloud.llamaindex.ai/llamaextract/examples/extract_data_with_citations Notebook: https://colab.research.google.com/drive/1JyUvSwxOwc349cYrGIbALD8C7NI2pmU1 Financial services are overloaded with complex, unstructured documents—10-Ks packed with nested tables, earnings reports combining charts and text, and regulatory filings in inconsistent formats. Traditional OCR and extraction tools fall short when faced with these real-world, multimodal documents. In this webinar, you’ll lea ...
How to Use New LlamaCloud Nodes in n8n - Invoice Agent
LlamaIndex· 2025-07-25 23:35
Llama Cloud Features & Functionality - Llama Cloud introduces open-source nodes for N8 workflows, integrating Llama Extract, Parse, and Cloud Indexes [1] - Llama Cloud offers three main products: Llama Parse, Llama Extract, and Llama Cloud Indexes [3] - Llama Extract uses large language models to extract information based on predefined schemas like invoice details (invoice number, amount, total amount, merchant) [4] - Llama Cloud nodes include Llama Parse for parsing PDF files and Llama Cloud for connecting to any given index name [10] Workflow Automation - N8 workflows can be triggered by changes in a specific folder, such as adding a new file to an invoices folder [2][6] - The extracted information can be used to automate tasks like sending emails with invoice details and labeling those emails in Gmail [3][8][9] - The Llama Cloud node can be used as a retriever and connected to other nodes such as an OpenAI message [11] Customization & Open Source - Users can create their own extraction agents or use pre-made schemas for research papers, filing reports, technical résumés, etc [4][5] - The N8 Llama Cloud integration is open source, allowing users to add extra functionality [11]
Introducing LlamaIndex FlowMaker, an open source GUI for building LlamaIndex Workflows
LlamaIndex· 2025-07-24 14:00
Core Functionality - LlamaIndex introduces FlowMaker, an experimental open-source visual agent builder enabling AI agent creation via drag-and-drop without coding [1] - FlowMaker automatically generates TypeScript code for visual flows [1] - The platform integrates with LlamaCloud indexes and tools [1] - It offers an interactive browser testing environment for real-time feedback [1] Key Features - FlowMaker features a visual drag-and-drop interface for no-code agent development [1] - It supports complex flow patterns with loops and conditional logic [1] Use Cases - FlowMaker facilitates basic agent creation by connecting user input nodes to language models [1] - It enables tool integration, demonstrated by a resume-searching agent using LlamaCloud indexes [1] - The platform allows implementing decision logic, conditional branching, and loop-back mechanisms for intelligent conversation routing [1] Feedback - LlamaIndex is actively seeking user feedback on FlowMaker [1]
Multimodal Report Generation with LlamaParse
LlamaIndex· 2025-07-24 00:14
Hello everyone. This is Tana from Llama Index. And this time around, I want to walk through a report generation agent that will be able to create reports that intersperse text and images based off of complex PDFs such as research papers that have lots of charts, lots of images, and also lots of text.So, let's start with an example here. You see that I have a research paper open. And if you were to scroll through this is a PDF to begin with.We have lots of text, we have some images, we have charts, etc. So i ...
How to Use New LlamaCloud Nodes in n8n - Invoice Agent
LlamaIndex· 2025-07-23 10:44
Hello everyone. This is Tuana from Llama Index and in this video I'm going to quickly walk you through how you can use Llama Cloud nodes in NAT workflows. These are open-source nodes that we've just created and it brings Llama Extract P and Llama Cloud indexes to NAN workflows.In this video, we're going to be looking at a very simple example. As you can see, I've already run this workflow. And what it does is once there is a change in a specific folder, specifically in my case the invoices folder on my mach ...
Automate RFP Responses in Minutes with LlamaIndex's Open-Source Solution
LlamaIndex· 2025-07-21 17:58
Automation Solution - Lana Index introduces an open-source application, Auto RFP, designed to automate the request for proposal (RFP) process [2] - The automation aims to reduce the time required to build an RFP from hours to minutes [1] - The application allows users to create multiple organizations and projects [2][3] - Users can integrate their own LlamaCloud API key and index to run their RFP process [11] Key Features - The application uses pre-written questions about documents to generate answers for RFPs [5] - It can generate answers in a simple, one-shot manner using OpenAI, citing sources and page numbers [6][7] - Reasoning mode offers a multi-step approach to answering questions, including analyzing requirements, searching documents, extracting key facts, creating an RFP structure, and validating the response [8][9] - The generated answers can be exported as a CSV file, providing a structured RFP with sections, questions, and detailed answers in markdown [10][11]
Running the Open-Source LlamaCloud MCP Server
LlamaIndex· 2025-07-08 11:28
Hello everyone. This is Tana from Llama Index and I want to walk you through the Llama Cloud MCP server that we created which is completely open sourced and this is the one that we created in Python uh which allows you to use Llama Cloud indexes and extraction agents as tools within any MCP client. And today I'm going to show you how um you can set it up to use with cloud desktop for example.So to start with, let's have a look at my Llama Cloud account. And you'll see that for example here I have two indexe ...
Observability in Agentic Applications with LlamaIndex and OpenTelemetry
LlamaIndex· 2025-06-30 13:40
Hey there, Clia here from Lama Index and today we're going to see how a syllabus extraction agent uh can work. So this agent is basically designed to extract information from a university course syllabus and to give you some summary information about the syllable the syllabus. So let's uh start with this syllabus here. Let's submit it uh so that we can see basically the agent at work.And first is the syllabus extractor tool that use that uses slama extract from llama cloud and basically extracts the informa ...