# Sema4.ai --- ## Pages - [Customer Success](https://sema4.ai/customer-success/): See how Koch, Emerson & other enterprises use Sema4.ai to reduce manual work, improve data accuracy, and power real business outcomes with AI agents. - [Run Team Edition on Snowflake](https://sema4.ai/snowflake/): Sema4.ai Team Edition is the first enterprise AI agent platform that runs natively on Snowflake, enabling teams to build, deploy, and manage AI agents directly within their Snowflake environment, ensuring data never leaves your secure boundary. - [Pricing](https://sema4.ai/pricing/): Transform your Snowflake data with AI agents. Flexible pricing based on your needs, with predictable per-agent daily pricing and transparent infrastructure costs. - [Run Team Edition on Snowflake](https://sema4.ai/team-edition/): Sema4.ai Team Edition is the first enterprise AI agent platform that runs natively on Snowflake, enabling teams to build, deploy, and manage AI agents directly within their Snowflake environment, ensuring data never leaves your secure boundary. - [Run Team Edition on Snowflake](https://sema4.ai/try-team-edition-snow-marketplace/): Sema4.ai Team Edition is the first enterprise AI agent platform that runs natively on Snowflake, enabling teams to build, deploy, and manage AI agents directly within their Snowflake environment, ensuring data never leaves your secure boundary. - [Try Team Edition](https://sema4.ai/try-team-edition/): Sign up for the private preview of Team Edition to build, share, and deploy AI agents within your Snowflake infrastructure. - [Team Edition](https://sema4.ai/products/team-edition/): Team Edition, built for Snowpark and integrated with Snowflake’s AI tools like Cortex, accelerates the development and deployment of 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. - [Dynamic Data Access](https://sema4.ai/products/dynamic-data-access/): Sema4.ai connects AI agents to enterprise data with zero-copy access. Ideal for reporting, analytics, and process automation—no silos, no duplication. - [Document Intelligence](https://sema4.ai/products/document-intelligence/): Sema4.ai Document Intelligence empowers AI agents to automate high-ROI document-centric work by unlocking critical data with speed and accuracy. - [Actions](https://sema4.ai/products/actions/): Sema4.ai Actions enable seamless integration between AI agents and enterprise apps with automation-as-code, Python, and pre-built 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/): Sema4.ai Work Room lets teams securely find, access, and use the AI agents they’re authorized to work with—bringing AI into business operations at scale. - [Control Room](https://sema4.ai/products/control-room/): Sema4.ai control room delivers the manageability, governance, and enterprise-grade security needed to scale AI agents with confidence. - [Studio](https://sema4.ai/products/studio/): Build AI agents in minutes with Sema4.ai Studio. Use natural language RunBooks and pre-built actions. Get started building enterprise AI agents today. - [Events](https://sema4.ai/events/): Join Sema4.ai events to learn more about AI agents, product updates, and industry best practices. Discover enterprise AI and automation insights through webinars, live events, community meetups, and more. - [Use Cases](https://sema4.ai/usecases/): Explore Sema4.ai's enterprise AI agent use cases, from invoice reconciliation to regulatory compliance and receivables matching, to improve efficiency and accuracy. - [Newsroom](https://sema4.ai/newsroom/): Stay up to date with the latest AI news, automation breakthroughs, and innovations from Sema4.ai. Explore our press releases and AI tech announcements. - [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. - [Products](https://sema4.ai/products/): Sema4.ai’s AI agent platform automates complex tasks, enhances productivity, and seamlessly integrates with enterprise systems to drive smarter operations - [About us](https://sema4.ai/about-us/): Discover Sema4.ai, a leading intelligent automation company using AI agents to revolutionize business processes and drive efficiency across industries. - [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/): This content is password protected. To view it please enter your password below: Password: - [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. - [Privacy Policy](https://sema4.ai/privacy-policy/): Understand our privacy practices in connection with personal information that we collect through our website. - [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. --- ## Posts --- ## Blogs - [Docker MCP Gateway: Security and Simplicity in One Shot](https://sema4.ai/blog/docker-mcp-gateway/): Docker MCP Gateway enables SAFE AI agents to connect seamlessly with enterprise applications. - [Zero-Copy Data Access: The Foundation of Scalable, Secure Agents](https://sema4.ai/blog/zero-copy-data-access/): Discover how zero-copy data access powers secure, scalable AI agents by eliminating risk, replication, and outdated information. - [SAFE, Meet FAIR](https://sema4.ai/blog/safe-meet-fair-rackspace-partnership/): Sema4.ai and Rackspace Technology partner to deploy enterprise AI agents at scale with SAFE and FAIR. Now available via AWS Marketplace. - [Introducing Sema4.ai Enterprise Edition](https://sema4.ai/blog/sema4-ai-enterprise-edition-build-run-manage/): The Sema4.ai Enterprise Edition is a comprehensive, customizable platform designed to help you build, run, and manage enterprise-ready AI agents at a scale you never thought possible. We're fundamentally transforming enterprise work, shifting from static analysis to dynamic, outcome-driven action. - [Transforming Data into Action: Introducing Sema4.ai Team Edition for Snowflake](https://sema4.ai/blog/transforming-data-into-action/): Built on our SAFE framework - delivering agents that are Secure, Accurate, Fast, and Extensible - Team Edition enables one-click deployment of AI agents directly from Sema4.ai Studio to Snowflake. - [AI Agents Just Got a PhD in Document Intelligence](https://sema4.ai/blog/sema4-ai-agents-phd-documents/): Sema4.ai’s document intelligence upgrades make AI agents truly SAFE, accurate, fast, and explainable for complex document automation. - [Plug and Play Agents: MCP is Coming Soon!](https://sema4.ai/blog/plug-and-play-agents-mcp/): MCP is here to lend a helping hand. Think of it like USB-C for agents. It's an open standard that helps apps standardize how they show their stuff to AI models and agents. It gives everyone a common language. - [Meet Sai: Democratizing Enterprise AI Agent Creation for Business Analysts](https://sema4.ai/blog/sai-enterprise-ai-agent-creation-for-business-analysts/): Meet Sai – a revolutionary AI-powered assistant within Sema4.ai Studio that bridges this gap, enabling business analysts to create sophisticated enterprise AI agents without writing a single line of code. - [Are Your AI Agents SAFE?](https://sema4.ai/blog/are-your-ai-agents-safe/): Alright, folks, let’s cut to the chase. The AI agent revolution is here, promising to automate everything from customer service... - [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/): AI agents are transforming supply chains with real-time analytics, intelligent forecasting, and seamless integrations across industries. Explore what’s possible. - [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. - [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... - [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. - [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. - [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. - [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. - [The Power of AI Agents, Now in Your Hands with Sema4.ai Studio](https://sema4.ai/blog/enabling-business-users-building-ai-agents/): Discover the power of AI agents with Sema4 Studio—enabling business users to build, test, and deploy agents using natural language. - [Enterprise AI Agent – The Future of Knowledge Work](https://sema4.ai/blog/five-defining-pillars-of-enterprise-ai-agents/): Discover the 5 key pillars of enterprise AI agents and how they transform knowledge work. Learn how AI drives efficiency and innovation at Sema4.ai. - [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/): Explore how automation leaders can evolve from RPA enterprise solutions to AI agents, reimagining their role and driving enterprise innovation. - [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. - [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. - [What is an Enterprise AI Agent?](https://sema4.ai/blog/what-is-an-enterprise-ai-agent/): Discover agent architectures and cognitive architecture in AI agents. Learn how these frameworks enhance reasoning, collaboration, and decision-making. --- ## Events - [Introducing Sema4.ai Team and Enterprise Editions: AI agents in action](https://sema4.ai/event/introducing-team-edition-enterprise-ai-agents-in-action/): Discover how Team Edition enables rapid deployment of AI agents directly within Snowflake, eliminating traditional setup barriers and accelerating time to value. Then explore Enterprise Edition, a robust and highly customizable platform built for complex business needs, empowering organizations to scale autonomous AI solutions that execute work and drive outcomes. - [Introducing Sema4.ai Team and Enterprise Editions: AI Agents in Action](https://sema4.ai/?post_type=sema4_event&p=5543): Introducing Sema4. ai Team and Enterprise Editions: AI Agents in Action Join us Tuesday, June 24th for a deep dive... - [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. - [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. --- ## Newsroom - [Sema4.ai Enterprise Edition Delivers Rapid Deployment of AI Agents](https://sema4.ai/newsroom/delivers-rapid-deployment-ai-agents/): Sema4.ai, the enterprise AI agent company, today announced a major expansion of its Enterprise Edition platform with new capabilities designed to support rapid, production-scale deployment of SAFE (Secure, Accurate, Fast, Extensible) AI agents. The latest release introduces new Document Intelligence features, Model Context Protocol (MCP) support, and Shared Actions and Configurations enabling teams to automate complex workflows with greater speed, transparency, and precision. - [Sema4.ai Launches Enterprise AI Agent Platform That Runs Natively on Snowflake](https://sema4.ai/newsroom/enterprise-ai-agent-platform-runs-natively-snowflake/): Sema4.ai the enterprise AI agent company, today announced the general availability of its Sema4.ai Team Edition on Snowflake Marketplace. The company also announced a $25 million Series A extension round, bringing its total Series A funding to $55.5 million. - [AI agent startup Sema4.ai snags $25M](https://sema4.ai/newsroom/ai-agent-startup/): Sema4 Team Edition is now live on Snowflake Marketplace. With a single click, any team can build, test, and deploy AI agents right inside Snowflake. Just real, automated work at scale. - [The back-office opportunity that AI can help unlock](https://sema4.ai/newsroom/back-office-gen-ai-opportunity/): For organizations that embrace Gen AI now, these benefits could add up to major competitive advantages—greater agility, lower costs and stronger operational efficiency. - [Sema4.ai Launches Enterprise Edition: Industry’s First ‘SAFE’ Enterprise AI Agent Platform](https://sema4.ai/newsroom/safe-ai-agent-platform-power-future-enterprise/): Sema4.ai Launches Enterprise Edition: Industry’s First ‘SAFE’ Enterprise AI Agent Platform. - [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. - [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. --- ## 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 - [Supply Chain](https://sema4.ai/usecase/supply-chain/): Traditional supply chains lack the agility to respond quickly to market changes and shifting consumer demand. Current tools can’t provide real-time insights or scale effectively, leaving businesses vulnerable to disruptions. - [Invoice reconciliation](https://sema4.ai/usecase/invoice-reconciliation/): Invoice reconciliation is manual and error-prone. Automate the reconciliation process with Sema4.ai to save time and improve 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/): Tired of manually processing remittance emails and struggling to match payments to invoices? Our cutting-edge AI agent solution is here to transform your accounts receivable workflow. --- # # Detailed Content ## Pages This content is password protected. To view it please enter your password below: Password: --- 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. 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Session storage is a feature of your web browser that allows a website to temporarily store data on your device... --- Website Terms and Conditions Last Updated: May 2, 2024 Acceptance of the Terms and Conditions. Sema4. ai, Inc. (herein referred to as “Sema4,” “we,” “us” or “our”) provides and makes available this web site (the “Site”). All use of the Site is subject to the terms and conditions contained in these Website Terms and Conditions (this “Agreement”). Please read this Agreement carefully. By accessing, browsing or otherwise using the Site, you acknowledge that you have read, understood, and agree to be bound by this Agreement. If you do not accept the terms and conditions of this Agreement, you shall not access, browse or use the Site. You understand and agree that your use of our products and services (“Sema4 Products”) shall not be governed by this Agreement, but rather by your company’s or organization’s agreement with Sema4 covering such Sema4 Products. However, please note that your access to and use of the Site and any Sema4 Products is also subject to Sema4’s Privacy Policy located at https://sema4. ai/privacy-policy/. You understand and agree that we may change this Agreement at any time without prior notice. You may read a current, effective copy of this Agreement at any time by selecting the “Terms of Use” link on the Site. The revised terms and conditions will become effective at the time of posting. Any use of the Site after such date shall constitute your acceptance of such revised terms and conditions. If any change to this Agreement is not acceptable to you, your... --- Join the waitlist Sema4. ai Agents will revolutionize how you get work done. Be the first to try Sema4. ai Agents hbspt. forms. create({ region: "na1", portalId: "9298582", formId: "cb3de417-6456-4d80-9869-b49278564525" }); Build actions for AI today Get started Follow us --- 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 We're excited to announce a significant milestone in our MCP journey: the integration of Docker's MCP Gateway into the Sema4. ai Enterprise AI Agent platform. This collaboration marks a crucial step in our mission to make enterprise AI agents more S. A. F. E. - Secure, Accurate, Fast, and Extensible. Agents that fit seamlessly into your enterprise Agents, like their human counterparts, need to perform work existing enterprise systems and data sources, without drama, friction, or endless IT upgrade cycles. Our philosophy is simple: We work with what you already have. With MCP this means out-of-the-box connectivity that operates consistently and reliably. But true integration isn't just about making things connect. It's about ensuring that every connection meets enterprise standards for security, scalability, and governance. That's exactly where Docker's MCP Gateway comes in, and why we're excited to integrate with it. With this partnership, our agents get: Instant access to hundreds of curated MCP servers with one-click deployment Enterprise-grade security through Docker's proven container infrastructure Seamless integration that respects your existing architecture “Docker is thrilled to welcome Sema4. ai to our MCP ecosystem. Containers are at the backbone of AI development, and this partnership exemplifies our commitment to enable organizations to deploy and manage AI securely and at scale. The combination of Sema4. ai’s AI agent platform and Docker’s MCP Gateway and Toolkit creates a powerful solution for companies looking to quickly build and deploy production-grade agents”, said Eli Aleyner, Head of Technical Alliances at Docker. We're excited to integrate... --- As enterprise AI agent adoption accelerates, data architecture has become a make-or-break factor. Traditional methods—copying data from silo to silo, building custom indexes, or syncing multiple sources—are no longer viable. They introduce risk, delay, and complexity. In contrast, Sema4. ai's “Zero-Copy” architecture is emerging as the gold standard, allowing AI agents to access data in place, securely and efficiently, without duplication. This isn’t just an implementation detail. Zero-copy is foundational to what makes Sema4. ai agents SAFE: Secure, Accurate, Fast and Extensible. Secure: minimize risk by containing data Every time you copy data into a new tool or pipeline, you expand your attack surface. You lose control over who accesses it, how it's governed, and whether it's up to date. With Sema4. ai, AI agents operate inside your VPC and access data via governed, authenticated connections. There’s no need to export data to third-party tools. This minimizes exposure and ensures enterprise controls remain intact. By eliminating the creation of data replicas, Sema4. ai allows enterprises to avoid the security and compliance headaches that come with managing multiple uncontrolled data stores. Data stays where it belongs: under your governance, not in someone else’s index. Accurate: one source of truth Data drift is one of the top reasons AI outputs go wrong. When systems rely on stale or partial copies of enterprise data, results become inconsistent and unreliable. Sema4. ai’s zero-copy architecture ensures agents are always working with live, authorized data directly from the source. There’s no sync lag, no stale cache,... --- From experimentation to production in one click Today, Sema4. ai and Rackspace Technology are announcing a partnership that addresses the agentic adoption challenge. The collaboration brings together Sema4's S. A. F. E. enterprise agent platform with Rackspace's Foundry for AI (FAIR) operations expertise, creating a pathway for enterprises to move from experimentation to production deployment of powerful AI agents. This new solution will be available shortly and you can read more about it here. Breaking through the AI adoption ceilingHere's the uncomfortable truth: many AI initiatives never reach production. Why? Because building a demo is easy, running AI agents at enterprise scale, with enterprise security, across enterprise complexity, is extraordinarily hard. Decades of experience have shown what it takes to keep enterprise systems running flawlessly under pressure. Both Sema4. ai and Rackspace believe that AI agents aren't just software—they're autonomous workers that need the same reliability, security, and governance as your most critical business processes. This partnership doesn't just deploy AI; it operationalizes intelligence by bringing that hard-won expertise to bear on the unique challenges of enterprise AI implementation. Production operations: where innovation meets realityThe difference between an AI agent demo and production deployment? AI expertise combined with world-class operational acumen. When your Sema4. ai Agents need to integrate with Epic, SAP, Salesforce, or ServiceNow, work within SOX compliance, and maintain 99. 99% uptime, you need partners who've solved these challenges thousands of times before. Rackspace brings: Industry AI thought leadership and accelerators through the Foundry for AI by Rackspace... --- Fast production deployment. New data and document intelligence capabilities.   Today, we're thrilled to announce our latest release of Sema4. ai Enterprise Edition. This isn't just another product launch; it's a statement. It's our unwavering commitment to empowering businesses like yours to not just dabble in AI, but to truly master it. The Sema4. ai Enterprise Edition is a comprehensive, customizable platform designed to help you build, run, and manage enterprise-ready AI agents at a scale you never thought possible. We're fundamentally transforming enterprise work, shifting from static analysis to dynamic, outcome-driven action. From idea to impact in minutes One of the biggest hurdles businesses face with AI is the journey from concept to tangible results. The Sema4. ai Enterprise Edition tackles this head-on with features engineered for rapid deployment and high impact inside large enterprises with complex requirements. We believe that if you can articulate a process in plain English, you should be able to automate it with AI. Business users, not just your developers, can sketch out complex processes using natural language Runbooks and our intelligent AI assistant, Sai. No arcane coding, no convoluted scripts. Just clear, concise instructions that our platform translates into powerful AI agents. And then, with a single click, deploying these agents to production with end-to-end lifecycle management, all orchestrated through our robust Control Room. How do we make this leap from idea to production a reality? It's all thanks to forward-looking strategic partnerships and groundbreaking new technology : Rackspace Technology Managed Offering: Our... --- Sema4. ai Team Edition empowers businesses to securely build, deploy, and manage AI agents within their Snowflake environment, transforming enterprise data into actionable intelligence without compromising security or requiring extensive coding. As organizations race to transform their data into intelligent agents that drive real business value, the winners will be those who can quickly and securely deploy AI agents that work directly with their enterprise data and applications. Today, we're introducing Sema4. ai Team Edition, an enterprise AI agent platform powered by Snowflake Cortex AI that enables you to build and deploy AI agents directly within your Snowflake environment, ensuring data never leaves your Snowflake account. Built on our SAFE framework - delivering agents that are Secure, Accurate, Fast, and Extensible - Team Edition enables one-click deployment of AI agents directly from Sema4. ai Studio to Snowflake. Your teams can build, test, and operationalize AI agents quickly without writing code or disrupting existing workflows. This transforms your Snowflake data into intelligent agents that drive immediate business value. Available today in Snowflake Marketplace, Team Edition offers a 30-day trial to help you quickly join the AI agent revolution. The AI adoption challenge Enterprise AI adoption often starts with excitement but quickly meets reality. Security teams raise valid concerns about protecting their infrastructure. Data teams point to information scattered across systems. And when business opportunities arise, IT teams face lengthy deployment cycles and complex integrations that slow their response. The result? Organizations struggle to move from promising pilots to production-ready solutions. The... --- Your enterprise AI agents are about to get smarter, faster, and less likely to get bogged down in “PDFpalooza”. We're talking about our brand new, souped-up Document Intelligence features! Dealing with documents in the enterprise has been a nightmare for as long as I’ve been in the tech business. Yes, when dinosaurs roamed the earth, the World Wide Web was born and Windows 3. 0 was entering the scene. Mountains of invoices, contracts, and reports, each with its own quirks. Extracting data manually? That can take days per document type, creating a massive bottleneck for scaling automation. Plus, trying to train your agents on these documents was like trying to teach a cat to fetch – a lot of toil and not much joy. Well, those days are over. We've been hard at work integrating a scalable and highly accurate document extraction solution directly into our platform. This isn't just a tweak; it's Document Intelligence 2. 0 – a reimagining that transforms document processing from a technical bottleneck into a massive business advantage. Here’s why you should be doing a happy dance: Accuracy you can trust (and understand! ): Our agents are getting a PhD in document understanding. We're talking highly accurate business processing of structured documents, hitting nearly 100% accuracy with drastically less training time (under 2 hours! ). From multi-page tables to 100+ page documents, our agents will quickly and accurately understand, extract, and act on information from complex documents. This super-powered Data & Document Intelligence ensures your... --- We've got some seriously cool stuff brewing here at Sema4. ai, and it's about to make your enterprise AI agents even more connected than your teenager on social media. We're baking support for the Model Context Protocol (MCP) into the next releases of our Team Edition for Snowflake and Sema4. ai Enterprise Edition. What the heck is MCP anyway? Imagine a world where every gadget had a different plug. Your phone charger doesn't work on your laptop, your toaster needs a weird adapter, and don't even think about borrowing your neighbor's power drill. That's kind of where AI agents have been – trying to talk to different apps and tools has required a whole mess of custom connectors and translators. Well, MCP is here to lend a helping hand. Think of it like USB-C for agents. It's an open standard that helps apps standardize how they show their stuff to AI models and agents. It gives everyone a common language. Why should you care? Besides making our lives as platform builders slightly easier, MCP means a bunch of good things for your Sema4. ai Agents: More friends for your agents: Sema4 Agents now speak MCP natively, so every application that supports MCP is now accessible right out of the box. It's like opening up a whole new playground of tools and services for your agents to automate tasks and execute work. Less integration headaches: MCP offers a new standard for connecting agents to the systems where data lives, including content... --- Enterprise AI agents represent a significant transformation in how business gets done, but until now, organizations looking to build these agents have faced a difficult choice. On one end of the spectrum, DIY frameworks offer ultimate flexibility but require expert developers. On the other hand, simplified "copilot" experiences produce basic agents unsuitable for complex enterprise needs. Today, we’re excited to introduce Sai – a revolutionary AI-powered assistant within Sema4. ai Studio that bridges this gap, enabling business analysts to create sophisticated enterprise AI agents without writing a single line of code. The enterprise AI agent landscape: understanding the gap for agent builders When we examine the landscape of platforms for building AI agents in the enterprise, we see a clear divide that has created a significant challenge for organizations trying to implement effective AI automation: DIY frameworks & enterprise development LangChain, CrewAI, Azure Foundry, AWS Bedrock At one end of the spectrum, these platforms offer ultimate flexibility but require specialized expertise. They cater primarily to enterprise developers – full-stack development experts who focus on building sophisticated AI agents with advanced programming skills. These technical specialists can create powerful custom solutions but represent a limited and high-demand resource in most organizations. These developers spend their days coding in Python, working with APIs, and managing cloud infrastructure. Their expertise allows them to design sophisticated framework architectures and integrate complex enterprise systems. However, this deep technical knowledge often comes with limited bandwidth for understanding the nuanced business processes that AI agents need to... --- Alright, folks, let's cut to the chase. The AI agent revolution is here, promising to automate everything from customer service to complex decision-making. But hold your horses! Before you unleash these digital dynamos on your enterprise, there's a crucial question to ask: Are they SAFE? I'm talking about S. A. F. E. agents. And at Sema4. ai, we're not just helping businesses to build agents; we've built the first platform to produce secure, accurate, fast, and extensible agents at scale. What does SAFE mean? Buckle up, because this is where it gets interesting: S - secure and governed: In the Wild West of AI, security and governance are your six-shooters. You need agents that operate within your established rules, not rogue bots going off-script. This means agents that authenticate and operate securely on behalf of users. Sema4. ai agents also run safely inside your VPC. A - accurate and explainable: Let's be honest, no one wants an agent that's fast but wrong, or precise but slower than molasses in January. Sema4. ai agents access data securely using audited and tested queries to ensure accuracy. And accuracy is awesome but if you don’t show your work you still fail the class. You need to understand why your agents are doing what they're doing. Explainability builds trust and prevents catastrophic errors. F - fast and easy: Time is money. You need agents that can be built and deployed quickly and managed without a PhD in computer science. "Fast and easy" isn't a... --- 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... --- 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... --- 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... --- 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... --- 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... --- 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 data-driven AI with Sema4. ai Dynamic Data Access. It enables agents to tap into the lifeblood of your organization, connecting to over 100 data sources with zero-copy access. By bridging the gap between AI and your enterprise's most valuable asset – your data – we're not just improving decision-making; we're reimagining how your business works in the AI era. Unlock insights, automate data-intensive work, and push your organization into a new realm of data-driven automation. Sema4. ai Dynamic Data Access. Zero-copy data access to past, present, and future data. Empowering your agents with comprehensive data access Sema4. ai Dynamic Data Access enables you to build agents that can take on complex, data-intensive work by allowing them to: Access any data source: Connect to over 100 data sources – from Snowflake to Redshift and Databricks – all without leaving the Sema4. ai platform. Make smarter decisions: Provide your agents with complete enterprise context, allowing them to make more informed decisions and deliver highly accurate responses. Predict future trends: Equip your agents with predictive capabilities, enabling them to anticipate changes and take proactive actions. Key capabilities Named Queries: precise data access without disruption Agents relying solely on LLMs to generate SQL often produce poorly optimized queries that... --- 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... --- 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... --- 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.... --- 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 –... --- 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... --- 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... --- 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... --- 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... --- 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... --- 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... --- 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... --- 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,... --- 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... --- 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... --- 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... --- --- ## Events Introducing Sema4. ai Team and Enterprise Editions: AI Agents in Action Join us Tuesday, June 24th for a deep dive into Sema4. ai Team and Enterprise Editions, purpose-built platforms that bring intelligent AI agents directly to your Snowflake environment. Tuesday, June 24, 2025. 1 PM ET, 10 AM PT hbspt. forms. create({ portalId: "9298582", formId: "306a3620-2db6-45b1-8c5d-e440b52cd5cd", region: "na1" }); Learn how Team Edition enables no code agent deployment using Snowpark Container Services and Cortex AI, and get a first look at the new Enterprise Edition, featuring advanced Document Intelligence, MCP support, and Sai AI capabilities. SpeakersPaul Codding, Co-founder, Sema4. aiTommi Holmgren, VP Product, Sema4. ai --- . 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. hbspt. forms. create({ region: "na1", portalId: "9298582", formId: "cff5f745-441d-4797-9ed7-09ede0dcb46a" }); --- 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 recording Webinar #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... --- 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. --- --- ## Newsroom New Data and Document Intelligence capabilities, Model Context Protocol (MCP) support, Shared Actions and Configurations, make Enterprise Edition production-ready for large-scale AI deployment. Adoption by Independent Software Vendors (ISV) and Fortune 500 companies reflects rising demand for end-to-end agentic automation across enterprise operations and customer-facing products. New Rackspace Technology Managed Offering provides complete installation, configuration, and lifecycle support inside the customer’s VPC. ATLANTA, GA — June 18, 2025 – Sema4. ai, the enterprise AI agent company, today announced a major expansion of its Enterprise Edition platform with new capabilities designed to support rapid, production-scale deployment of SAFE (Secure, Accurate, Fast, Extensible) AI agents. The latest release introduces new Data and Document Intelligence features, Model Context Protocol (MCP) support, and Shared Actions and Configurations, enabling teams to automate complex workflows with greater speed, transparency, and precision.  The Sema4. ai platform unifies advanced data and document understanding with autonomous agents capable of executing full business processes securely and at scale. These updates extend Enterprise Edition’s value for broad enterprise deployments by combining robust governance, intelligent automation, and seamless integration with existing data environments. Early adopters, including Independent Software Vendors (ISVs), have moved beyond pilot phases to production, unlocking high-value use cases across finance, operations, and customer support, marking a fundamental shift from static analysis to dynamic outcome-driven action. “Enterprise AI can’t stop at proof-of-concept,” said Rob Bearden, CEO and Co-founder of Sema4. ai. “With Enterprise Edition, we’ve built the infrastructure teams need to operationalize agents at scale securely, reliably, and with control.... --- Sema4. ai’s Team Edition makes it easy for teams to build, test, and deploy Sema4 Agents directly into Snowflake with a single click. Powered by Anthropic Claude via Snowflake Cortex AI, Team Edition offers features like seamless deployment, multi-source data integration, and greater extensibility with new support for MCP servers. A new $25M Series A extension from Snowflake Ventures, Rocketship VC, MVP Ventures, COX Enterprises, Mayfield, and Benchmark will support accelerated product development and drive enterprise platform adoption in the Snowflake ecosystem and beyond. ATLANTA, GA, June 4, 2025 –Sema4. ai, the enterprise AI agent company, today announced the general availability of its Sema4. ai Team Edition on Snowflake Marketplace. The company also announced a $25 million Series A extension round, bringing its total Series A funding to $55. 5 million. The round includes participation from Snowflake Ventures, Rocketship VC, MVP Ventures and COX Enterprises, alongside returning investors Mayfield and Benchmark. This capital will support the company's rapid growth and continued innovation in enterprise AI agents. AI adoption is accelerating, but many teams still struggle to move beyond proof of concept due to complex integration and production deployment challenges. Sema4. ai Team Edition addresses that gap by enabling one-click deployment of AI agents directly from Sema4 Studio into their Snowflake environment, using Snowpark Container Services and Snowflake Cortex AI. This enables teams to build, test, and operationalize AI agents securely and quickly without writing code or disrupting existing workflows. "Sema4. ai Team Edition gives enterprises a new way to turn... --- The Sema4. ai Enterprise Edition is a trusted agentic platform that empowers businesses to build and deploy ‘SAFE” enterprise AI agents to execute data-driven knowledge work at scale. The new release of the Sema4. ai Enterprise Edition makes building and deploying AI agents faster and easier than ever before, including the introduction of Sai, an AI-powered Runbook builder. Sema4. ai Enterprise Edition delivers on the promise of enterprise AI agents by complying with the industry’s highest security and compliance standards including ISO 27001, SOC 2, and HIPAA. ATLANTA, GA, April 16, 2025 –Sema4. ai, the trusted enterprise AI agent company, today unveiled a new version of its Enterprise Edition— including its agentic platform SAFE (secure, accurate, fast, and explainable) designed for building, deploying, and managing AI agents at scale.   The latest release of the platform introduces Sai, a new AI-powered guide that simplifies the process of creating AI agents and Actions, making it faster and easier than ever. With Sai, business users—beyond just developers—can now build robust AI agents at enterprise scale. Enterprise Edition also includes enhanced security and governance certifications, positioning Sema4. ai as the preferred choice for large enterprises and Independent Software Vendors. Get started today here.   Overcoming AI adoption barriers with the SAFE construct Despite significant investment in AI, most enterprises struggle to scale beyond pilot projects. In fact, BCG shows that only 4% of companies have successfully deployed AI at scale to drive real impact. Organizational challenges are many - from fragmented AI adoption,... --- 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 Despite... --- 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... --- --- ## Resources --- ## Use cases ---