# LLMs.txt - Sitemap for AI content discovery # Learn more:https://sema4.ai/ai-sitemap/ # Sema4.ai > --- ## Pages - [AI Sitemap (LLMs.txt)](https://sema4.ai/ai-sitemap/): What is LLMs. txt? LLMs. txt is a simple text-based sitemap for Large Language Models like ChatGPT, Perplexity, Claude, and... - [Try Team Edition](https://sema4.ai/try-team-edition/): Sign up today for our private preview of Team Edition. Discover how to build, share, and deploy enterprise AI agents directly within your Snowflake infrastructure. - [Team Edition](https://sema4.ai/products/team-edition/): Built natively for Snowpark Container Services and seamlessly integrated with Snowflake Cortex AI, Team Edition transforms how teams build and deploy AI-powered data apps. - [Join our RAD program](https://sema4.ai/join-our-rapid-agent-deployment-program/): The Rapid Agent Deployment program is Sema4.ai’s standard process for helping customers quickly build, test and deploy AI Agents. Our goal is to build an agent, meet our customer’s success criteria and deliver a plan to enable rapid production deployment. - [Thank you for requesting more information about RAD](https://sema4.ai/thank-you-rad-program/): Thank you for requesting more information about our Rapid Agent Deployment program. - [Thank you Studio free trial](https://sema4.ai/thank-you-studio-free-trial/): At Sema4.ai we help companies build, run, and manage enterprise AI agents that transform how people work. Thanks for contacting us. - [Dynamic Data Access](https://sema4.ai/products/dynamic-data-access/): Connect AI agents to enterprise data for smarter, faster decision-making without creating data silos. - [Get the AI agents ebook](https://sema4.ai/get-the-ai-agents-ebook/): - [Actions](https://sema4.ai/products/actions/): - [Agents](https://sema4.ai/products/agents/): Discover how Sema4.ai's AI agents automate complex tasks, enhance productivity, and enable seamless human-AI collaboration for smarter enterprise operations. - [Work Room](https://sema4.ai/products/work-room/): Quickly find and work with your agents in a secure environment, from chatting with Conversational Agents to overseeing Worker Agents. - [Document Intelligence](https://sema4.ai/products/document-intelligence/): Combine autonomous agents, multimodal AI, and expert human input for unmatched productivity, unlocking critical information and enabling agents to automate high-value work. - [Control Room](https://sema4.ai/products/control-room/): Built from the ground up for the enterprise, Sema4.ai Control Room provides enterprise-grade security, seamless scalability, and complete lifecycle management, ensuring your AI agents operate securely and efficiently with your existing IT infrastructure. - [Studio](https://sema4.ai/products/studio/): Transform your ideas into ready-to-deploy AI agents with Sema4.ai Studio. Use natural language RunBooks and pre-built actions to connect with enterprise apps, all in a secure, isolated environment with your choice of enterprise LLMs. - [Events](https://sema4.ai/events/): Join our events to learn more about AI agents. Discover the latest industry news, gain insights into product updates and AI agent best practices, participate in community meetups, and more. - [Newsroom](https://sema4.ai/newsroom/): Get access to our latest press releases, articles, and podcasts. - [Use Cases](https://sema4.ai/usecases/): Discover top use cases for AI agents - [Webinar: AI Agent Use Cases](https://sema4.ai/ai-copilot-chatbots-tools/): Webinar exploring the rise of AI agents, how they differ from the first wave of copilots, and showcase real-world use cases of AI agents. - [Contact Us](https://sema4.ai/contact-us/): At Sema4.ai we help companies build, run, and manage enterprise AI agents that transform how people work. Submit your request to chat and we'll set up a time to connect. - [Thank you Contact Us](https://sema4.ai/thank-you-contact-us/): At Sema4.ai we help companies build, run, and manage enterprise AI agents that transform how people work. Thanks for contacting us. - [Products](https://sema4.ai/products/): Sema4.ai Agents boost productivity and accuracy, enabling enterprise teams to focus on higher value work. Discover how to manage AI agents from creation to deployment and beyond with Sema4.ai. - [About us](https://sema4.ai/about-us/): We're on a mission to define the future of knowledge work. Learn about the founders behind Sema4.ai, what drives us, and why intelligent agents will transform how people and teams work. - [Home](https://sema4.ai/): Transform your business with Sema4.ai’s enterprise AI solutions. Automate tasks, boost productivity, and drive smarter decisions with intelligent AI agents. - [Welcome to Sema4.ai Studio](https://sema4.ai/welcome-to-sema4-ai-studio/): There is no excerpt because this is a protected post. - [Cookie details](https://sema4.ai/cookie-details/): Understand the types of cookies served through our website and the purposes they serve. - [Do not sell or share my info](https://sema4.ai/do-not-sell-or-share-my-info/): Submit a request to exercise your privacy rights under applicable privacy laws. - [Cookie Policy](https://sema4.ai/cookie-policy/): Learn how we use cookies and similar technologies. Understand these technologies, why we use them, and your rights to control our use of them. - [Terms and Conditions](https://sema4.ai/terms-and-conditions/): Understand our website terms and conditions. - [Early Access](https://sema4.ai/early-access/): Be first on the list to try Sema4.ai Agents. Join our early access program today. - [Blog](https://sema4.ai/blog/): Sema4.ai Blog - Read our latest thought leadership, and get technical insights and best practices for building and operating enterprise AI agents. - [Privacy Policy](https://sema4.ai/privacy-policy/): Understand our privacy practices in connection with personal information that we collect through our website. ## Posts ## Blogs - [Show Me the AI](https://sema4.ai/blog/show-me-the-ai/): The AI that can solve problems we haven’t been able to solve for years - AI that doesn’t just understand text, but autonomously executes complex business processes while maintaining precision and compliance. - [Enterprise AI Agents - The Business Apps of the Future](https://sema4.ai/blog/enterprise-ai-agents-business-apps/): Explore the future of enterprise applications with AI agents that automate tasks, analyze data, and transform business operations. - [Sema4.ai Enterprise AI Agents: Supercharging Snowflake Data](https://sema4.ai/blog/enterprise-ai-agents-snowflake-data/): Sema4.ai Team Edition delivers enterprise AI agents in Snowflake for data app developers and business analysts. Built natively for Snowpark Container Services and seamlessly integrated with Snowflake Cortex AI, Team Edition transforms how teams build and deploy AI-powered data apps. - [Revolutionizing Supply Chain Management: How AI Agents are Reshaping Industry Logistics](https://sema4.ai/blog/ai-agents-supply-chain/): In today’s rapidly evolving business landscape, industries across the board face unprecedented challenges in supply chain management. The post-pandemic world... - [Multi-Agent Revolution in Document Intelligence](https://sema4.ai/blog/multi-ai-agent-revolution-in-document-intelligence/): Transform your document workflows with Sema4.ai’s multi-agent Document Intelligence, enabling effortless automation and data processing for analysts. - [The Future of Work is Here: Introducing Sema4.ai's Enterprise AI Agent Platform](https://sema4.ai/blog/launching-sema4-ai-enterprise-ai-platform/): At Sema4.ai, we believe that enterprise agents are the 'killer app' of the AI era - generating unprecedented breakthroughs in productivity and forever changing how work gets done. Today, we're excited to announce the Sema4.ai Enterprise AI Agent Platform, a complete solution for building, running, and managing AI agents at scale. - [The Power of AI Agents, Now in Your Hands with Sema4.ai Studio](https://sema4.ai/blog/enabling-business-users-building-ai-agents/): Sema4.ai Studio is the first step in our mission to reimagine how work gets done in the enterprise with AI agents. This isn't just a product launch; it's a fundamental shift in how businesses can harness the power of AI. - [Sema4.ai Runbooks Are the Future of Work](https://sema4.ai/blog/forget-flowcharts-runbooks-are-future-work/): Sema4.ai Agents leverage Runbooks—executable blueprints that define reasoning, collaboration, and action—enabling business users to create and deploy intelligent agents directly through Sema4 Studio. Runbooks capture the intent, output, and recipe of business processes, empowering users to manage and refine workflows without technical intervention, thus ensuring consistency and operational resilience. - [Connect AI Agents to Your Enterprise with Sema4.ai Actions](https://sema4.ai/blog/connecting-ai-agents-actions-to-enterprise/): Introducing Sema4.ai Actions, a pivotal component in our mission to revolutionize enterprise work with AI agents. Sema4.ai Actions is a game-changer in enabling businesses to integrate AI agents into their existing infrastructure seamlessly. - [Manage and Scale Enterprise AI Agents Seamlessly with Sema4.ai Control Room](https://sema4.ai/blog/scale-enterprise-ai-agents-control-room/): In today’s rapidly evolving AI landscape, managing AI agents at enterprise scale presents significant challenges. Today, I’m excited to introduce Sema4.ai Control Room, a solution designed to address these challenges head-on. - [Where Teams Go to Work with Enterprise AI Agents: Sema4.ai Work Room](https://sema4.ai/blog/work-room-teams-go-enterprise-ai-agents/): Sema4.ai Work Room is purpose-built experience built for business users work with AI agents. Work Room is a significant milestone in our mission to seamlessly integrate AI into enterprise workflows, with a laser focus on business users’ needs. - [Revolutionize Document Processing with Sema4.ai Document Intelligence](https://sema4.ai/blog/document-intelligence-autonomous-business-processes/): Sema4.ai Document Intelligence is a breakthrough transforming documents from static information into drivers of autonomous business processes. - [Zero-Copy Access to Past, Present, and Future Data with Sema4.ai Dynamic Data Access](https://sema4.ai/blog/zero-copy-access-past-present-future-data/): Introducing Sema4. ai Dynamic Data Access Imagine a world where your AI agents have seamless access to the entire wealth... - [Enterprise AI Agent – The Future of Knowledge Work](https://sema4.ai/blog/five-defining-pillars-of-enterprise-ai-agents/): Learn about our new framework for agentic automation and read our best practice guide to understanding AI agent evolution. - [Sema4.ai Recognized in the Gartner® Hype Cycle™ for Future of Enterprise Applications and AI in Software Engineering, 2024 Reports](https://sema4.ai/blog/sema4-ai-recognized-in-gartner-hype-cycle/): Transform how people work with AI agents. Read about Sema4.ai in the Gartner® Hype Cycle™ 2024 Reports and learn why AI agents are an emerging technology with immense potential. - [The Five Levels of Agentic Automation](https://sema4.ai/blog/the-five-levels-of-agentic-automation/): Learn about our new framework for agentic automation and read our best practice guide to understanding AI agent evolution. - [Stay Ahead of the Curve: Upskill to Thrive with Enterprise AI Agents](https://sema4.ai/blog/upskill-to-thrive-with-enterprise-ai-agents/): Discover actionable steps to stay ahead and navigate the rapidly changing Generative AI and AI agent landscape. - [From RPA to Enterprise AI Agents](https://sema4.ai/blog/from-rpa-to-enterprise-ai-agents/): Learn about the opportunity automation leaders have to reimagine their role as strategic enablers inside the enterprise. Explore the practical implications of jumping from RPA to enterprise AI agents. - [What is an Enterprise AI Agent?](https://sema4.ai/blog/what-is-an-enterprise-ai-agent/): Discover how to put AI agents to work in the enterprise. Learn more about fundamentals of intelligent AI agents. - [From Thinking to Doing: Introducing AI Actions](https://sema4.ai/blog/introducing-ai-actions/): Learn how AI actions bridge the automation gap in enterprise systems and why they are a critical part of the new AI agent stack. - [Cognitive Architectures Explained for Non-Developers](https://sema4.ai/blog/whats-in-an-ai-agent/): AI agents are a new software paradigm enabled by LLMs. Learn what's inside an agent, and how agents can reason, collaborate, and act. ## Events - [TheCUBE: AI Agent Builder Summit](https://sema4.ai/event/the-cube-ai-agent-builder-summit/): TheCUBE brings you front-row access to the AI Agent Builder Summit, where the brightest minds in AI are shaping the future of intelligent agents and agentic systems. Through exclusive interviews and in-depth discussions, we’ll uncover how AI is evolving beyond generative models to drive real-world business impact. Join us as we explore the innovations, strategies and success stories defining this next wave of AI-powered transformation. - [AI agents in action: Revolutionizing supply chain management](https://sema4.ai/event/ai-agents-in-action-revolutionizing-supply-chain-management/): Gain firsthand experience of how AI-driven agent solutions are redefining efficiency and responsiveness, paving the way for more agile and effective supply chain operations. - [A webinar series unveiling the Sema4.ai Enterprise AI Agent Platform](https://sema4.ai/event/introducing-the-first-enterprise-ai-agent-platform/): Join us for a three-part webinar series celebrating the launch of the Sema4.ai Enterprise AI Agent Platform, where we explore the groundbreaking capabilities of enterprise AI agents. - [Customer perspectives: The game-changing impact of enterprise AI agents](https://sema4.ai/event/customer-perspectives-the-game-changing-impact-of-enterprise-ai-agents/): Hear from Sema4.ai customer Emerson about how they’ve streamlined remittance matching for thousands of customer payments. Gain insights into selecting the right first AI agent use case and explore strategic journeys with enterprise agents. - [Deep dive into Sema4.ai tech and live demos](https://sema4.ai/event/sema4-ai-tech-and-live-demos/): This webinar will offer an in-depth technical exploration of Sema4.ai products, featuring live demos and insights from the product creators, highlighting key functionalities and the capabilities they unlock. - [Launching Sema4.ai Enterprise AI Agent Platform](https://sema4.ai/event/launch-webinar-series-launching-sema4-ai-enterprise-ai-agent-platform/): Launching Sema4. ai Enterprise AI Agent Platform - [Enterprise AI agents: The new way to handle invoice processing](https://sema4.ai/event/enterprise-ai-agents-invoice-processing/): Join our webinar to learn about a real-world use case demonstrating how enterprise AI agents can optimize finance workflows and resource allocation. - [AI Agent Use Cases: Going Beyond Chatbots and Copilots](https://sema4.ai/event/ai-agent-use-cases-going-beyond-chatbots-and-copilots/): - [From RPA to AI agents: The shift in automation every leader needs to know](https://sema4.ai/event/from-rpa-to-ai-agents-the-shift-in-automation-every-leader-needs-to-know/): ## Newsroom - [AI Agents in the enterprise: Building a Center of Excellence for scalable success](https://sema4.ai/newsroom/ai-agents-in-the-enterprise-building-a-center-of-excellence-for-scalable-success/): - [Sema4 CTO Ram Venkatesh](https://sema4.ai/newsroom/sema4-cto-ram-venkatesh/): Today, we are joined by Ram Venkatesh, the founder of Sema4.ai – an enterprise AI agent platform that enables businesses to build, operate, and scale AI agents. Ram shares the risks of training LLMs from agent data, and the contextual work training protocol for agents. We also unpack the requirements of a large language model when you’re not responsible for training it, the various modalities and how they can be improved, the threat that agents pose to SaaS, and Ram’s vision of the future of AI. - [Sema4.ai Launches Full Stack AI Agent Platform to Power Future of Enterprise Work](https://sema4.ai/newsroom/ai-agent-platform-power-future-enterprise/): Sema4.ai, the enterprise AI agent company, today announced the general availability of its full-stack enterprise AI agent platform. - [How Sema4.ai is empowering business users to deploy AI agents in minutes](https://sema4.ai/newsroom/how-sema4-ai-is-empowering-business-users-to-deploy-ai-agents-in-minutes/): - [How Business Leaders, Not Engineers, Could Shape the Future of AI](https://sema4.ai/newsroom/how-business-leaders-not-engineers-could-shape-the-future-of-ai/): - [Sema4.ai Recognized in Multiple 2024 Gartner® Reports: Hype Cycle™ for the Future of Enterprise Applications and AI in Software Engineering](https://sema4.ai/newsroom/gartner-enterprise-applications-ai-software-engineering/): Build, run, & manage enterprise AI agents. Read about Sema4.ai in multiple 2024 Gartner® Reports. - [Alejandro Cremades: He Built Billion-Dollar Companies](https://sema4.ai/newsroom/alejandro-cremades-he-built-billion-dollar-companies/): %%title%% - %%sitename%% Newsroom - [AI Agents for Enterprise Automation](https://sema4.ai/newsroom/ai-agents-for-enterprise-automation/): - [Top Use Cases For Unlocking The Power Of Enterprise AI Agents](https://sema4.ai/newsroom/top-use-cases-for-unlocking-the-power-of-enterprise-ai-agents/): - [Uncovering the Future of AI Agents with Sema4.ai](https://sema4.ai/newsroom/uncovering-the-future-of-ai-agents-with-sema4-ai/): - [Chaddha from Mayfield Fund on The Cognitive Economy](https://sema4.ai/newsroom/chaddha-from-mayfield-fund-on-the-cognitive-economy/): - [AI startup raises more than $30 million months after launching](https://sema4.ai/newsroom/ai-startup-raises-more-than-30-million-months-after-launching/): - [Ex-Cloudera CEO Bearden Raises $30.5 Million for New AI Startup](https://sema4.ai/newsroom/ex-cloudera-ceo-bearden-raises-30-5-million-for-new-ai-startup-2/): - [Sema4.ai Secures $30.5 Million to Bring AI to Enterprise Work](https://sema4.ai/newsroom/sema4-ai-secures-30-5-million-to-bring-ai-to-enterprise-work/): ## Resources - [AI agents: Top 5 practical use cases](https://sema4.ai/resources/ai-agents-top-5-practical-use-cases/): AI agents - the next transformative step. Unlike copilots, AI agents operate with higher autonomy, capable of understanding context, making decisions, and executing complex tasks with minimal human intervention. They can perceive their environment, learn from interactions, and adapt their behavior to achieve specific goals. - [The future of work is here. Learn about Sema4.ai Enterprise AI Agent Platform.](https://sema4.ai/resources/resources-sema4_revolutionizing_knowledge_whitepaper/): In today’s rapidly evolving technological landscape, artificial intelligence(AI) is transforming how businesses operate and make decisions. Sema4.ai stands at the forefront of this revolution, developing cutting-edge enterprise AI agents that redefine knowledge work and unlock new levels of productivity. ## Use cases - [Invoice reconciliation](https://sema4.ai/usecase/invoice-reconciliation/): Invoice reconciliation is a highly manual, error-prone, ,and time consuming process. Discover how Sema4.ai Agents streamline it, saving your finance team valuable time with unmatched accuracy. - [Regulatory compliance](https://sema4.ai/usecase/regulatory-compliance/): Regulatory compliance requirements change frequently. Sema4.ai Agents ensure your organization stays compliant, avoiding costly penalties and protecting your reputation. - [Receivables matching](https://sema4.ai/usecase/receivables-matching/): End the frustration of manually processing remittance emails and matching payments to invoices. Sema4.ai Agents transform your accounts receivable workflow. --- # # Detailed Content ## Pages ### AI Sitemap (LLMs.txt) What is LLMs. txt? LLMs. txt is a simple text-based sitemap for Large Language Models like ChatGPT, Perplexity, Claude, and others. It helps AI systems understand and index your public content more effectively. This is the beginning of a new kind of visibility on the web — one that works not just for search engines, but for AI-powered agents and assistants. You can view your AI sitemap at: https://sema4. ai/llms. txt Why it's important Helps your content get discovered by AI tools Works alongside traditional SEO plugins Updates automatically as your content grows --- ### Try Team Edition --- ### Team Edition --- ### Join our RAD program --- ### Thank you for requesting more information about RAD --- ### Thank you Studio free trial --- ### Dynamic Data Access --- ### Get the AI agents ebook --- ### Actions --- ### Agents --- ### Work Room --- ### Document Intelligence --- ### Control Room --- ### Studio --- ### Events --- ### Newsroom --- ### Use Cases --- ### Webinar: AI Agent Use Cases Webinar AI Agent Use CasesWednesday, August 28, 2024 | 1 PM ET | 10 AM PTGoing beyond chatbots and copilots The past year has seen a proliferation of GenAI-powered tools, including "copilot" AI assistants that work alongside humans. However, a new class of autonomous AI agents is emerging that goes beyond the limitations of reactive copilots and chatbots. In this webinar, we will explore the rise of AI agents, how they differ from the first wave of copilots, and showcase real-world use cases of AI agents. We look forward to your participation. Register nowIn this webinar, you will learn: The core capabilities that enable AI agents to operate proactively and across business functions How AI agents can transform work by automating repetitive tasks and freeing up humans for strategic, creative activities Real-world use cases of AI agents being deployed across industries The competitive advantages that the shift towards AI-driven work can provide Attendees will gain a deep understanding of the distinction between AI copilots and AI agents, and learn how the latter can fundamentally change how businesses leverage AI for efficiency, agility, and innovation. Register nowSpeakers Antti Karjalainen Co-Founder, Sema4. ai Tom Benton Design Partner Program, Sema4. ai --- ### Contact Us --- ### Thank you Contact Us --- ### Products --- ### About us --- ### Home --- ### Welcome to Sema4.ai Studio --- ### Cookie details Cookie details Necessary cookies help make a website usable by enabling basic functions like page navigation and access to secure areas of the website. The website cannot function properly without these cookies. Preference cookies enable a website to remember information that changes the way the website behaves or looks, like your preferred language or the region that you are in. Statistic cookies help website owners to understand how visitors interact with websites by collecting and reporting information anonymously. Marketing cookies are used to track visitors across websites. 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Cookies may store user preferences and other information. Cookies set by the website owner (in this case, Sema4. ai) are called "first party cookies. " Cookies set by parties other than the website owner are called "third party cookies. " Third party cookies enable third party features or functionality to be provided on or through the website (e. g. , advertising, interactive content, and analytics). The parties that set these third party cookies can recognize your computer both when it visits the website in question and also when it visits certain other websites.    Session storage. Session storage is a feature of your web browser that allows a website to temporarily store data on your... --- ### Terms and Conditions Website Terms and Conditions Last Updated:  May 2, 2024 Acceptance of the Terms and Conditions. Sema4. ai, Inc. 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Be the first to try Sema4. ai AgentsBuild actions for AI todayGet startedFollow us --- ### Blog --- ### Privacy Policy Privacy Policy Effective as of  October 30, 2024 This “Privacy Policy” describes the privacy practices of Sema4. ai, Robocorp Technologies, Inc. and their subsidiaries and affiliates (collectively, “Sema4. ai”, “Robocorp”, “we”, “us”, or “our”) in connection with personal information that we collect through our websites on which a link to this Privacy Policy is displayed, any Sema4. ai applications, through our marketing initiatives, when you apply for a job with us, and in connection with other interactions with you (collectively, the “Service” or “Services”).   Please see our Privacy Snapshot below for a high-level overview of our privacy practices. 1. Personal Information We Collect Information you provide to us.  Personal information you provide to us through the Service or otherwise may include: Business and personal contact information, such as your first and last name, email and mailing addresses, phone number, professional title and company name. Content you choose to upload to the Service, such as text, images, audio, and video, along with the metadata associated with the files you upload. Profile information, such as your username and password that you may set to establish an online account with us, your photograph, and your company name. Registration information, such as information that may be related to a Service, an account, or an event you register for. Feedback or correspondence, such as information you provide when you contact us with questions, feedback, or otherwise correspond with us. Demographic information, such as your city, state, country of residence, and postal code. Transaction information, such as information... --- ## Posts ## Blogs ### Show Me the AI Throughout our conversations with enterprises over the past several months, a consistent pattern has emerged. Teams across Audit, Finance, Claims, and various business units describe document processing challenges they’ve struggled to automate for nearly a decade. Their stories invariably lead to one pivotal question: “Show me the AI that can solve problems we haven’t been able to solve for years. ” This straightforward yet pivotal challenge reflects a critical shift in enterprise expectations. As Large Language Models become increasingly commoditized, organizations are looking beyond basic LLM capabilities. They seek tangible demonstrations of intelligent automation that transcend what a LLM alone can deliver — AI that doesn’t just understand text, but autonomously executes complex business processes while maintaining precision and compliance. The Document Understanding Agent (DUA) provides our most compelling response to this challenge. It transforms complex document processing challenges through a sophisticated yet intuitive architecture combining autonomous intelligence and interactive learning. The Document Understanding Agent’s five-phase workflow transforms complex documents into structured data for autonomous business processing. At its core, the DUA orchestrates a seamless flow from initial document analysis through final validation, guided by business expertise at every step. Through five integrated phases — Document Analysis, Interactive Learning, Prompt Generation, Multimodal Extraction, and Validation — the DUA turns what was traditionally a technical challenge requiring months of development into a business-led collaboration that delivers results in minutes. This systematic approach transforms document processing through a clearly defined workflow: The Document Understanding Agent’s five-phase workflow transforms complex documents into structured... --- ### Enterprise AI Agents - The Business Apps of the Future Data: going beyond rows and columns Traditional business apps primarily deal with structured data – neatly organized in rows and columns within databases. Enterprise AI agents, however, thrive on all types of data - structured, unstructured, and semi-structured. Sure, these intelligent agents can peruse a multitude of databases in search of understanding and hidden patterns. But they can also analyze customer feedback from social media, understand the context of emails, and even extract valuable information from video calls. This ability to process and synthesize diverse data types unlocks a wealth of previously untapped intelligence, leading to more comprehensive insights and better decision-making. Execution: just do it Yesterday’s business applications largely focused on analysis and reporting. The only view they provided was the one in the rearview mirror. They provided dashboards and visualizations, but humans were responsible for taking action. AI agents, on the other hand, are designed to do work. They can automate tasks, schedule meetings, respond to customer inquiries, and even proactively identify and resolve issues. Think of an enterprise AI agent that not only identifies a potential supply chain disruption but also automatically reroutes shipments to mitigate the risk. This shift from analysis to action is a profound change. Continuous learning: The key to evolution Traditional apps remain static unless manually updated. This makes them too inflexible for the everchanging work of dynamic businesses. Enterprise AI agents, by contrast, must continuously learn. What’s really fascinating is that these agents aren’t just learning, they must evolve - adapting and... --- ### Sema4.ai Enterprise AI Agents: Supercharging Snowflake Data AI is changing the data landscape Something extraordinary is happening in the world of data and AI. In just the last few weeks, Snowflake has transformed how enterprises can leverage AI with game-changing integrations: Anthropic Claude's powerful capabilities, innovative new models, and now tool calling support with Cortex AI. Together, these enable AI agents to run completely within your Snowflake boundary, accessing your data where it lives, protected by your existing security and governance controls. Enterprises are now asking: How do we actually build and deploy these AI-powered data apps? How do we move from proof of concept to production without losing momentum? Introducing Sema4. ai Team Edition: Built for the new era Today, we’re excited to announce a new addition to our growing product portfolio. Sema4. ai Team Edition is for data app developers and business analysts. It provides an easy gateway to deploy enterprise AI agents in Snowflake with just one click. Built natively for Snowpark Container Services and seamlessly integrated with Snowflake Cortex AI, Team Edition transforms how teams build and deploy AI-powered data apps. What sets Sema4. ai enterprise AI agents apart is their ability to understand your enterprise context. Our agents work across your structured, semi-structured, and unstructured data, delivering the accuracy, reliability, and predictability that you need for mission-critical use cases. Best of all? Deployment and sharing is effortless. With one click, you can deploy your agents directly to Snowflake, and your entire team instantly gains access to these powerful data applications. It's enterprise... --- ### Revolutionizing Supply Chain Management: How AI Agents are Reshaping Industry Logistics In today's rapidly evolving business landscape, industries across the board face unprecedented challenges in supply chain management. The post-pandemic world has highlighted the need for more dynamic, responsive, and intelligent supply chain solutions. While many companies have invested heavily in systems like SAP, WMS, and other logistics support applications, these traditional tools often struggle to keep pace with the real-time demands of modern supply chains. Enter AI agents: the potential game-changers in supply chain management. The current state of supply chain management Modern industries rely on intricate networks of interconnected systems to manage their increasingly complex supply chains. Enterprise resource planning (ERP) systems, warehouse management systems (WMS), and various logistics applications form the backbone of these operations. However, these systems often operate in silos, making it challenging to respond quickly to market fluctuations. Many companies have turned to Robotic Process Automation (RPA) to bridge gaps and automate routine tasks. While RPA has its merits, it's often limited to mechanical steps like data entry or file-based import/export operations. The real decision-making still falls to human analysts, who often rely on productivity tools  like Google Sheets or Microsoft Excel to process data and make critical decisions. This current setup, while functional, leaves much to be desired in terms of real-time responsiveness, scalability, and predictive capabilities. How AI agents can transform supply chains The integration of AI agents into supply chain management represents a paradigm shift in how businesses handle logistics, inventory, and distribution. By leveraging advanced algorithms, machine learning, and real-time data... --- ### Multi-Agent Revolution in Document Intelligence Sema4. ai Document Intelligence multi-agent system Since launching Document Intelligence (DI) as part of the Sema4. ai Enterprise Agent Platform at the end of last year, we’ve seen tremendous interest from enterprises looking to transform their document-centric workflows. From hours to seconds. From manual effort to autonomous processing. From simple document retrieval to end-to-end business automation — this is the transformation our customers have experienced. Our initial launch and December webinar showcased how our Work Management Agent System revolutionizes business processing through autonomous operation with intelligent human collaboration. However, a deeper question kept emerging from enterprises: How can their business analysts handle the complex data engineering traditionally required for document automation — the intricate transformations, hierarchical relationships, and unified views that typically require specialized technical skills? Traditional approaches like RAG have focused on making document content more accessible, but they don’t address the fundamental challenge of transforming unstructured documents into actionable business data. Enterprises need something radically different — a solution that not only empowers business analysts to perform sophisticated data engineering through natural language but also provides autonomous agents to execute these transformations at scale. Today, we’re excited to pull back the curtain on our complete multi-agent architecture and introduce powerful new capabilities in DI with the Sema4. ai Enterprise Agent Platform 1. 1 release that makes this vision a reality. The three pillars of Document Intelligence: Business-Led Configuration, Multi-Modal Intelligence, and Autonomous Processing working in harmony to deliver end-to-end document automation Through natural language instructions and intuitive visual tools, business analysts can... --- ### The Future of Work is Here: Introducing Sema4.ai's Enterprise AI Agent Platform The future of work is here: Introducing Sema4. ai's Enterprise AI Agent Platform At Sema4. ai, we believe that enterprise agents are the 'killer app' of the AI era - generating unprecedented breakthroughs in productivity and forever changing how work gets done. Today, we're excited to announce the Sema4. ai Enterprise AI Agent Platform, a complete solution for building, running, and managing AI agents at scale.   Our platform transforms how enterprises plan and execute work by empowering business users, not just developers, to build and operate AI agents across their entire ecosystem. Unlike developer-focused platforms or vendor-specific AI solutions, Sema4. ai offers a comprehensive platform that unlocks productivity and automation across enterprise application and data silos. The AI revolution: more than just hype We're in the midst of the most significant technological shift in a generation. As McKinsey recently reported, "Gen AI enterprise use cases could yield $2. 6 trillion to $4. 4 trillion annually in value across more than 60 use cases. " This isn't just another tech trend; it's a fundamental reimagining of how work gets done. Where traditional automation falls short You might be thinking, "We already have automation tools. Why do we need something new? " The truth is, legacy automation solutions like co-pilots and RPA fall short when it comes to complex, knowledge-based work. They lack the ability to reason, make judgments, and adapt to real-world changes. They're great at repetitive tasks but struggle with the nuanced, dynamic nature of knowledge work. Enter Sema4.... --- ### The Power of AI Agents, Now in Your Hands with Sema4.ai Studio Introducing Sema4. ai Studio You're the expert in your field. You understand the intricacies of your processes, the challenges you face, and the opportunities for improvement better than anyone. Your deep knowledge and insights are invaluable, but until now, translating that expertise into AI-powered solutions has been a challenge, requiring specialized skills in AI and coding that are outside your wheelhouse. That's about to change. Today, I’m excited to introduce Sema4. ai Studio; it puts the power of AI agents directly in your hands. No coding experience? No problem. No AI expertise? That's fine too. Sema4. ai Studio is designed to help you create, test, and deploy AI agents that can transform how your organization gets work done. Unlock your creativity: from ideas to AI Agents in minutes Remember when implementing a new idea meant months of back-and-forth with IT departments and specialized development teams? Those days are over. Sema4. ai Studio revolutionizes how you can bring your ideas to life. With our intuitive platform, you can go from concept to fully functional AI agent in minutes, not months. The secret? Natural language Runbooks. Now, you can define how your AI agents should work using plain English—no need for complex code or confusing workflow systems. If you can describe a process, you can create an AI agent to execute it. It's that simple. Connect to your world: seamless integration with your existing tools We know you rely on a variety of tools and data to get your job done. That's... --- ### Sema4.ai Runbooks Are the Future of Work Forget flowcharts Sema4. ai Agents are powered by Runbooks -- executable blueprints that define how they reason, collaborate, and act -- enabling business users to create and deploy intelligent agents directly through Sema4 Studio. What are runbooks? At their core, runbooks capture three foundational aspects of a business process: 1. Intent - What needs to be done and why. This is the goal of the work, the clear purpose that drives the action. For example, 'Ensure all new employees have proper system access on day one. ' 2. Output - The tangible result or outcome we're aiming for. This defines what 'done' looks like and sets clear success criteria. Following our example: 'New employees have active credentials for all required systems, their access is confirmed, and they've completed first-time login. ' 3. Recipe - The step-by-step path to achieve the goal. This is the detailed 'how-to' that bridges the gap between intent and output. For our example, this would include each step from requesting access to final verification. When these three elements come together, they create a powerful guide that helps ensure successful execution. By knowing both what needs to be done and exactly how to do it, teams move from uncertainty to confidence, from inconsistency to reliability. Traditionally, runbooks have been used to document critical operational procedures, helping teams handle important processes during challenging situations like middle-of-the-night service outages. Their effectiveness at bringing clarity to complex situations has made them invaluable tools for teams that need to deliver consistent... --- ### Connect AI Agents to Your Enterprise with Sema4.ai Actions Introducing Sema4. ai Actions Two years ago, when ChatGPT first emerged, the AI community faced a crucial challenge: enabling language models to programmatically interact with enterprise systems. Today, as AI agents become increasingly sophisticated, developers need robust tools to bridge the gap between AI capabilities and enterprise infrastructure. Enter Sema4. ai Actions – a comprehensive framework designed for developers building AI agents that need to interact with enterprise systems at scale. This blog post explores the three key features of the Sema4. ai Actions one by one: Action Gallery: Pre-built enterprise integrations to common tools like Microsoft Office, Google Workspace, HubSpot and much more. Automation-as-code platform: Leverage the power of Python tailored for agent use-cases. Our platform makes it a breeze with dependency management, secrets, logging all handled for you. Custom action SDK and VS Code extension: Build your own actions to connect agents with your applications in any way you want. Whether it's SAP, Workday, or your proprietary software, if your business uses it, your agents can too. Action Gallery Sema4. ai Actions provides an extensive collection of pre-built actions that enable seamless integration with common enterprise apps like Microsoft SharePoint, Office, Google Workspace, HubSpot, and more.   These ready-to-use actions allow you to connect your AI agents to essential business platforms effortlessly, without writing a line of code. We provide all the actions as open-source code through the Gallery GitHub repository, providing the developers an option to fork and extend any of the pre-built actions - a unique... --- ### Manage and Scale Enterprise AI Agents Seamlessly with Sema4.ai Control Room Introducing Sema4. ai Control Room In today's rapidly evolving AI landscape, managing AI agents at enterprise scale presents significant challenges. Today, I'm excited to introduce Sema4. ai Control Room, a solution designed to address these challenges head-on. Control Room isn't just another addition to your technology stack; it's a transformative tool that fills a critical gap in enterprise AI adoption. It solves the complex problem of securely deploying and managing AI agents across large organizations, empowering IT teams with unprecedented control and visibility. We have designed and architected the Control Room based on the learnings the team has from operating the enterprise automation platform as well as managing data platforms at scale. The key principles have been uncompromised security and ease-of-use at a level that is rarely seen in enterprise applications. Let's explore the key features that make Control Room a game-changer: Enterprise-grade security: Deploy agents within your AWS VPC, ensuring data sovereignty and compliance with your organization's security protocols. Comprehensive lifecycle management: Oversee every aspect of your AI agents, from deployment to decommissioning, with precision and ease. Seamless SSO integration: Leverage your existing identity management system and groups, simplifying access control and enhancing security. Full-stack observability: Gain real-time insights into the performance of the infrastructure, application stack and agents, compatible with industry-standard tools like Splunk and Datadog. Uninterrupted operations: Manage multiple environments and perform updates without disrupting ongoing operations or other business units. The true value of Control Room lies in its ability to scale. Imagine seamlessly expanding your... --- ### Where Teams Go to Work with Enterprise AI Agents: Sema4.ai Work Room Introducing Sema4. ai Work Room Today, we're excited to introduce Sema4. ai Work Room, a new user experience built for the business that brings the power of AI collaboration directly to you and your team. Work Room is designed for you to seamlessly integrate AI into your everyday work. Your new AI workspace: intuitive and powerful Imagine having a dedicated space where you can easily find and work with AI agents tailored to your specific needs. That's exactly what Work Room offers. With its intuitive design, you'll quickly discover how to leverage AI to enhance your productivity and tackle complex tasks. Work Room is where AI agents created in Sema4. ai Studio come to life. These powerful agents, built by your team, are now at your fingertips, ready to assist with your daily tasks and complex problems. Whether you need to chat with a Conversational Agent to brainstorm ideas or oversee a Worker Agent handling routine tasks, Work Room puts these powerful tools at your disposal. Secure collaboration: your trust, our priority We understand that when it comes to your work, security is paramount. That's why Work Room integrates seamlessly with your company's Single Sign-On (SSO) solution and incorporates robust access control measures. You'll only see and interact with the agents you're authorized to use, ensuring that sensitive information stays protected and that you're working with the tools most relevant to your role. But security doesn't mean obscurity. With our Transparent Reasoning feature, you can actually see how AI agents... --- ### Revolutionize Document Processing with Sema4.ai Document Intelligence Introducing Sema4. ai Document Intelligence Today marks a fundamental shift in how enterprises handle complex, document-centric work. While the market is flooded with solutions that can extract data or chat about documents, enterprises need something radically different – autonomous agents that can actually do the work. I'm thrilled to introduce Sema4. ai Document Intelligence, a breakthrough that transforms documents from static information into drivers of autonomous business processes. The current state isn't working Let's be honest about where we are today. Despite advances in AI and automation, enterprises still struggle with document processing that: Takes hours of manual effort Requires constant human supervision Delivers inconsistent results Fails to scale across use cases Remains dependent on technical teams The problem isn't just technical – it's about reimagining how document-centric work gets done. A new paradigm in enterprise document processing Traditional approaches to document automation have focused on extraction and classification, falling short when faced with complex business documents and workflows. This isn't just about better automation – it's about reimagining how document-centric work gets done. We asked ourselves: How can we enable AI Agents to understand and process documents as effectively as human experts? The answer required something fundamentally different – intelligent agents that can truly understand documents, act autonomously, and know exactly when to engage human expertise. These three requirements became our blueprint for transformation: True document understanding – agents must comprehend documents at a semantic level Autonomous operation – agents must execute complete processes independently Business user control –... --- ### Zero-Copy Access to Past, Present, and Future Data with Sema4.ai Dynamic Data Access Introducing Sema4. ai Dynamic Data Access Imagine a world where your AI agents have seamless access to the entire wealth of your enterprise data – past, present, and future – without the hassle of data silos or cumbersome RAG architectures. Welcome to the future of src="https://sema4. ai/wp-content/uploads/2025/01/>Dynamic Data Access on our --- ### Enterprise AI Agent – The Future of Knowledge Work Enterprise AI Agent – The Future of Knowledge Work Even after a decade of cloud transformation and many more decades of business apps, we all know that the world still runs on ad-hoc processes, spreadsheets, and manual human effort. No effort so far, whether focusing on technology or organizational change, has been able to change this, and the world keeps on running on manual digital work. Enterprise AI agents are here to change that. They are the future of business applications that are infinitely more flexible and adaptable than anything before them. This allows enterprise agents to address work that has been only possible with humans so far, work that requires making connections between multiple systems and data silos and communicating flexibly across teams. Five defining characteristics of an enterprise AI agent Since the introduction of ChatGPT, advancements in large language models have fueled an explosion in AI technology. Now, we have emerging categories of AI applications such as chatbots, copilots, RAG systems, and, most importantly, AI agents. AI agents are set to become as ubiquitous in our everyday lives as the internet and the smartphone. For software developers, using agents is already an everyday utility. The same applies to increasing numbers of writers, marketers, and even lawyers. Soon, every customer service interaction will be handled by AI agents that respond to your call immediately and handle your every request accurately and patiently. We will quickly learn to prefer and expect that interaction over waiting in line for hours and... --- ### Sema4.ai Recognized in the Gartner® Hype Cycle™ for Future of Enterprise Applications and AI in Software Engineering, 2024 Reports AI agents: An emerging technology with immense potential As the GenAI landscape continues to evolve at a breakneck pace, one of the most exciting developments in recent years has been the rise of AI agents - autonomous software entities capable of understanding, planning, and executing complex tasks with minimal human intervention. This week, we're excited that Sema4. ai has been recognized in Gartner 2024 Hype Cycle™ for Future of Enterprise Applications and AI in Software Engineering as a sample vendor in the AI agent space. Gartner identifies that “AI agents have the potential to: 1) Revolutionize a broad range of industries and environments with their ability to automate tasks from consumer, industrial, data analytics, content creation and logistics. 2) Make informed decisions and interact intelligently with their surroundings. ” This aligns closely with our vision at Sema4. ai, where we've long believed that AI agents represent a paradigm shift in how technology can reason, collaborate and help execute knowledge work. We see a transformative opportunity for enterprise teams, particularly in the line of business, to automate the complex, human-driven but undifferentiated work that could not be done with an LLM alone. A generational technology unlock What makes AI agents so powerful is that they're enabled by a confluence of breakthrough technologies that have only recently become viable. This generational technology unlock is what sets modern AI agents apart from previous attempts at autonomous software systems. Key capabilities powering the rise of AI agents include: Semantic understanding: Modern AI systems can... --- ### The Five Levels of Agentic Automation Understanding AI agent capabilities AI agent is a term that’s often hard to nail down and define precisely. This is because agentic behavior is a spectrum, and we don’t have a clear definition of the capabilities “an agent” should have. To make things more confusing, as agents have become the AI buzzword of the moment, everything becomes an agent. To cut through this noise and help companies set expectations, we introduce a way to categorize AI agents based on their capabilities and outcomes.   Our focus is on agentic automation systems that help organizations automate knowledge work. This article is the first version of categorization for agentic automation, and this framework will evolve as we learn more about agentic systems and experience more breakthroughs in AI capabilities. Knowledge work on autopilot Like self-driving cars, agentic automation has different capabilities, and it’s useful to develop a similar way to categorize agents as we have for autonomous vehicles. We all understand what it means to call a level five self-driving car a robotaxi: The human in the car can focus on reading a book instead of worrying about traffic. Using the same analogy, the level five equivalent for agentic automation is a system that can complete knowledge work tasks fully autonomously with very few guardrails. We can give the agent a domain like accounting, and it can work within a given set of boundaries and perform assignments it has never done before, using creative problem-solving and collaboration to formulate solutions. But before... --- ### Stay Ahead of the Curve: Upskill to Thrive with Enterprise AI Agents The rise of generative AI The world of generative AI is evolving at an incredible pace. Each day brings new updates, feature announcements, or newer models, making it challenging to stay updated. The hype is real, and so is the innovation driving it. Recently, OpenAI released the GPT-4o model, which is faster and more advanced than its predecessors. Its vision capabilities and desktop applications promise to bring numerous enterprise use cases to life. Google also unveiled an expanded AI model and workspace integrations for increased productivity across Gmail, Drive, and Docs. This rapid progress isn't just noise—it signals significant change. One such paradigm shift is the rise of enterprise AI agents. If you're a developer, architect, or tech leader, understanding this rapidly evolving landscape is essential. This knowledge prepares you for the generational opportunity that generative AI is set to bring in enterprises, equipping you to adapt and thrive. Understanding enterprise AI agents So, what are enterprise AI agents, anyway? AI agents are a new type of software applications that AI-driven entities that can perform tasks, make decisions, and interact with systems and users in an enterprise environment. They leverage the power of LLMs to understand context, learn from interactions, and continuously improve their performance. Simply put, AI agents get work done. For a deeper dive into this concept, I recommend reading Antti Karjalainen’s blog, where he breaks down the mechanics and potential of enterprise AI agents. The skills gap challenge It's easy to get lost in the hype and... --- ### From RPA to Enterprise AI Agents What automation leaders need to know AI agents are a new software paradigm enabled by LLMs. Agents can reason, collaborate, and act, similar to how humans work. Introduction to enterprise AI agents: What is an enterprise AI agent? A decade after the rise of RPA, we are on the verge of a new shift in enterprise automation with intelligent AI agents powered by large language models (LLMs). Agents are not just an incrementally better way to automate but an entirely new breakthrough technology that requires new skills and tools to master. They expand the scope from tactical task-level automation to automating and augmenting complex knowledge work. Moving from RPA to AI agents is a strategic initiative that requires executive-level sponsorship to succeed. At the same time, it is also an opportunity for automation leaders and CoEs to reimagine their role as strategic enablers inside the enterprise. In this article, we will explore some of the practical implications of jumping from RPA to enterprise AI agents. The evolution of enterprise automation: RPA automating TasksAutomation as code automatingProcessesIntelligent AI agents automatingWork Beyond RPA and intelligent automation Enterprise automation is going through an evolution. It started out with Robotic Process Automation (RPA) and was popularized by companies like UiPath in the mid-2010s. RPA’s rise to fame was fueled by record-and-playback style UI automation and it helped to create the boom around low-code business apps. Even though skeptics initially raised concerns about the fragility of RPA and the durability of bot automation, by now,... --- ### What is an Enterprise AI Agent? A new paradigm to enable enterprise automation AI knowledge workers are entering the workforce for the first time. This will present a significant shift in how we interact and work together with artificial intelligence. AI agents, the technology enabling this shift, are powered by breakthroughs in large language models and AI application engineering. So far, we have used generative AI for text generation and summarization, and some of the biggest productivity gains have been seen in areas such as content creation through various copilot assistants. While AI agents use the same underlying Large Language Models (LLMs), their capabilities vastly differ from what we are used to. In this article, we will unpack what an AI agent is and how it is used to transform enterprise knowledge work. The fundamentals of intelligent AI agents AI agent is an entirely new software paradigm that did not exist before LLMs. It is an application that can reason, collaborate, and act in a way that is very similar to how humans work. These three capabilities distinguish an AI agent from other types of AI applications. Reasoning - Agents follow a human-like thought process of breaking down work into smaller sub-tasks and plans. They operate based on their runbooks, instructions, and training that provide guardrails for keeping the agent focused on its mission. The power of agents comes from this design pattern that effectively leverages LLMs’ reasoning capabilities. Compared to ChatGPT style assistants, agents use multiple LLM calls during a single task iteration instead of... --- ### From Thinking to Doing: Introducing AI Actions AI actions transform LLMs from information processors to active participants in enterprise systems and enable completely new and practical use-cases for generative AI. Generative AI primarily focuses on retrieving and understanding information, aiding in tasks like coding, marketing, and sales. However, its potential extends beyond just generating and analyzing data. The future of AI lies in its ability to interact with real-world systems. These applications are often called AI agents. While we’re familiar with AI applications like ChatGPT, which can generate images or perform web search, the next step is to integrate AI into enterprise systems, enabling it to not only instruct but to complete tasks on behalf of users. AI actions: Bridging the automation gap in enterprise systems To safely and effectively bring AI into enterprise environments, we propose a new paradigm: “AI actions. ” AI actions consist of capabilities, workflows, and automation that can be securely exposed to AI agents. These actions are defined by their inputs and outputs, described in natural language, enabling AI apps to comprehend and utilize them. Actions are pre-defined code snippets executed in a controlled environment, equipped with access rights, audit trails, and necessary controls. While actions share similarities with tools and function calling in frameworks like Langchain, Llamaindex, and Microsoft Copilot Studio, they provide additional benefits. Actions can enforce strict user approval before execution and operate within a dedicated runtime separate from the AI app, ensuring all required controls, authentication, and access rights are in place. Actions can range from simple tasks... --- ### Cognitive Architectures Explained for Non-Developers Cognitive architectures explained — what’s inside an enterprise AI agent Introduction to enterprise AI agents: What is an enterprise AI agent. Agents are the most exciting new paradigm in enterprise software because they exhibit capabilities we haven’t seen before in software. Artificial intelligence applications come in many different shapes and sizes, and not every AI application is considered an agent. Here, we will unpack what exactly makes an AI application agentic. To understand AI agents, we first need to know how LLMs work, their characteristics, and how AI engineering is used to get us from predicting the next word in a sequence to software that can reason, collaborate, and act.   Understanding these concepts is important even for non-developers because it helps us apply agents to solve real-world problems and removes some misconceptions about the technology behind them. A fully featured agent is a complex and intricate application that leverages large language models in interesting ways, but it all starts with a few basic concepts – planning, reflection, and tools. But first, let’s start by dissecting how an LLM really works. Building blocks of an AI agent (credit, Harrison Chase) From tokens to thinking, with LLMs If you look at an LLM under the hood, they are programs with no more than some hundreds of lines of code and a massive file of model weights that are learned through training. The only task an LLM has been trained to do is to predict the next token in a sequence of tokens... --- ## Events ### TheCUBE: AI Agent Builder Summit --- ### AI agents in action: Revolutionizing supply chain management . AI agents in action: revolutionizing supply chain management Join us on Wednesday, February 19th for an insightful webinar featuring real-world use cases of AI agents transforming supply chain management. Discover how to automate complex processes, increase accuracy, and enhance decision-making across diverse industries. Gain firsthand experience of how AI-driven agent solutions are redefining efficiency and responsiveness, paving the way for more agile and effective supply chain operations. Wednesday, February 19th, 2025. 1 PM ET, 10 AM PT What you will learn: Streamlining operations: Discover how AI agents, integrated with systems like SAP, automate complex supply chain processes, reducing manual workload and increasing operational efficiency. Enhancing decision-making: Learn how real-time data insights from AI agents enable more informed and agile decision-making in product allocations. Boosting responsiveness: Understand how AI-driven solutions improve responsiveness to market changes, ensuring optimal inventory levels and customer satisfaction. --- ### A webinar series unveiling the Sema4.ai Enterprise AI Agent Platform A webinar series unveiling the Sema4. ai Enterprise AI Agent Platform Join us for a three-part webinar series celebrating the launch of the Sema4. ai Enterprise AI Agent Platform, where we explore the groundbreaking capabilities of enterprise AI agents. This series will provide a comprehensive overview of Sema4. ai Enterprise AI Agent Platform, featuring expert discussions, live demonstrations, and real-world success stories that illustrate how Sema4. ai is revolutionizing knowledge work and unlocking unprecedented levels of productivity and innovation in business operations. Here’s what to expect in each webinar: Webinar #1 - Launching Sema4. ai Enterprise AI Agent Platform November 21, 2024 | 1 PM ET | 10 AM PT Enterprise AI agents are the “killer app” of the AI era. Join us for the launch of the Sema4. ai Enterprise AI Agent Platform. In this webinar, we will introduce our platform, product lineup, offer an overview of each solution, and highlight a  compelling customer success story to showcase real-world impact and results. Watch the recording Webinar #2 - Deep dive into Sema4. ai tech and live demos December 5, 2024 | 1 PM ET | 10 AM PT This webinar will offer an in-depth technical exploration of Sema4. ai products, featuring live demos and insights from the product creators, highlighting key functionalities and the capabilities they unlock. Watch the recordingWebinar #3 - Customer perspectives: The game-changing impact of enterprise AI agents December 19, 2024 | 1 PM ET | 10 AM PT Hear from Sema4. ai customer Emerson about how they've... --- ### Customer perspectives: The game-changing impact of enterprise AI agents --- ### Deep dive into Sema4.ai tech and live demos Deep dive into Sema4. ai tech and live demos December 5, 2024 | 1 PM ET | 10 AM PT Deep dive into Sema4. ai tech and live demos Join us for part two of a three-part webinar series celebrating the launch of the Sema4. ai Enterprise AI Agent Platform, where we explore the groundbreaking capabilities of enterprise AI agents. This series will provide a comprehensive overview of Sema4. ai Enterprise AI Agent Platform, featuring expert discussions, live demonstrations, and real-world success stories that illustrate how Sema4. ai is revolutionizing knowledge work and unlocking unprecedented levels of productivity and innovation in business operations. --- ### Launching Sema4.ai Enterprise AI Agent Platform Launching Sema4. ai Enterprise AI Agent Platform --- ### Enterprise AI agents: The new way to handle invoice processing Webinar Enterprise AI agents: Streamlining finance workflows from hours to seconds October 17, 2024 | 1 PM ET | 10 AM PT The agentic way to handle financial workflows Discover how enterprise AI agents can streamline invoice processing by handling complex data sources and automating tasks that typically require human action. In this webinar, we’ll showcase a real-world use case demonstrating how enterprise AI agents can optimize finance workflows and resource allocation, while working along side your existing systems to provide value to the broader organization. Speakers Rahim Shakoor VP of Finance, Sema4. ai Tom Benton Design Partner Program, Sema4. ai --- ### AI Agent Use Cases: Going Beyond Chatbots and Copilots --- ### From RPA to AI agents: The shift in automation every leader needs to know --- ## Newsroom ### AI Agents in the enterprise: Building a Center of Excellence for scalable success --- ### Sema4 CTO Ram Venkatesh --- ### Sema4.ai Launches Full Stack AI Agent Platform to Power Future of Enterprise Work Enterprise AI agents can reason, act, and collaborate, transforming automation from a mere assistant to a capable worker, fundamentally changing the future of work. The end-to-end platform allows businesses to build, operate, and scale AI agents to achieve unmatched productivity and cost savings. Across our customer engagements in Fortune 1000 companies, Sema4. ai Agents effectively handle more than 80% of the work within their deployed use cases. ATLANTA, GA, November 14, 2024 –Sema4. ai, the enterprise AI agent company, today announced the general availability of its full-stack enterprise AI agent platform. Backed by $30. 5 million from top venture capital firms Benchmark and Mayfield, the platform was developed by Microsoft, AWS, Cloudera, and Robocorp alums to enable enterprises to build, run, and operate AI agents at scale.   Unlike traditional AI tools like co-pilots and chatbots, AI agents leverage large language models (LLMs) to go beyond repetitive tasks – handling complex, knowledge-based workflows. With the unique ability to collaborate, reason, and take action, enterprise AI agents can automate previously manual processes, from invoice processing to regulatory compliance—resulting in unmatched operational efficiency and generating hundreds of millions of value.   "We're seeing a shift in the AI landscape where enterprises need solutions that don't just assist but independently execute critical workflows," said Rob Bearden, Co-Founder and CEO of Sema4. ai. "Our platform is designed to unlock the full potential of AI-driven operations, empowering businesses to operate at new levels of efficiency and agility. " The Killer App of the AI Era... --- ### How Sema4.ai is empowering business users to deploy AI agents in minutes --- ### How Business Leaders, Not Engineers, Could Shape the Future of AI --- ### Sema4.ai Recognized in Multiple 2024 Gartner® Reports: Hype Cycle™ for the Future of Enterprise Applications and AI in Software Engineering Sema4. ai empowers enterprises to build, run and manage intelligent AI agents that transform how work gets done. SAN FRANCISCO, August 29, 2024 (BUSINESS WIRE) -- Sema4. ai, the intelligent AI agent company, is thrilled to announce its recognition as a Sample Vendor in the Gartner Hype Cycle for the Future of Enterprise Applications, 2024 and Hype Cycle for AI in Software Engineering, 2024. We believe this acknowledgment highlights Sema4. ai's significant contributions to the rapidly evolving landscape of AI agents—autonomous software capable of reasoning, collaborative decision-making, and executing complex tasks. AI Agents: Transforming Industries with Autonomous Intelligence Gartner notes that “AI agents have the potential to revolutionize a broad range of industries and environments with their ability to automate tasks from consumer, industrial, data analytics, content creation, and logistics, make informed decisions, and interact intelligently with their surroundings. ” Sema4. ai is built on this new paradigm shift in technology, enabling enterprises to automate sophisticated, people-intensive tasks that cannot be handled by RPA (Robotic Program Automation) or LLMs (Large-language Models) alone. A Generational Technology Breakthrough AI agents are powered by a convergence of cutting-edge technologies that separate them from previous efforts to build autonomous software systems. The key capabilities driving the rise of AI agents include: Semantic Understanding: Modern AI systems can grasp the meaning and context behind natural language, allowing for more nuanced and accurate interactions. Planning and Execution: AI agents can formulate complex, multi-step plans to achieve goals and adapt to changing circumstances. Natural Language Interaction: The... --- ### Alejandro Cremades: He Built Billion-Dollar Companies --- ### AI Agents for Enterprise Automation --- ### Top Use Cases For Unlocking The Power Of Enterprise AI Agents --- ### Uncovering the Future of AI Agents with Sema4.ai --- ### Chaddha from Mayfield Fund on The Cognitive Economy --- ### AI startup raises more than $30 million months after launching --- ### Ex-Cloudera CEO Bearden Raises $30.5 Million for New AI Startup --- ### Sema4.ai Secures $30.5 Million to Bring AI to Enterprise Work --- ## Resources ### AI agents: Top 5 practical use cases --- ### The future of work is here. Learn about Sema4.ai Enterprise AI Agent Platform. --- ## Use cases ### Invoice reconciliation --- ### Regulatory compliance --- ### Receivables matching ---