Riff
Riff is an AI agent platform designed to automate industrial operations across manufacturing, procurement, logistics, production, and aftermarket services. The platform enables organizations to deploy autonomous AI agents that execute business processes directly within existing enterprise systems. Its agents can manage sales orders, confirm purchase orders, communicate with suppliers, coordinate shipments, and handle operational exceptions. Riff integrates with enterprise resource planning (ERP) systems such as SAP, Microsoft Dynamics 365, Infor, IFS, and Epicor without requiring organizations to replace their existing software. Users can create AI agents, operational dashboards, and custom applications using natural language instructions. The platform also provides shared operational context, human approval workflows, access controls, and audit trails to help businesses manage automated processes securely.
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Siemens Industrial Copilot
Siemens Industrial Copilot is a generative AI-powered assistant designed to help industrial companies optimize workflows, scale operations, and drive innovation across the entire industrial value chain, from design and planning to engineering, operations, and service. Developed in partnership with Microsoft, it supports human-machine collaboration by automating repetitive tasks, reducing workloads, and helping bridge skilled labor gaps. Engineering teams can generate, optimize, and debug complex automation code, accelerate development, and improve productivity. Maintenance professionals can interact with the assistant through a chatbot interface to explain equipment problems, request information, troubleshoot machinery, and discuss suggested solutions. It supports key maintenance tasks, from configuration to remediation, helping minimize machine downtime and improve operational efficiency.
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Cognite Atlas AI
Cognite Atlas AI is a low-code industrial AI agent workbench that powers agents with AI-ready industrial data to automate workflows and accelerate business impact across organizations at scale. With a low-code interface, preconfigured agent templates, and purpose-built industrial tools, digital teams can build, customize, and deploy AI agents without writing code. Powered by Cognite Data Fusion's Industrial Knowledge Graph, the platform provides agents with contextualized industrial data to deliver trustworthy, reliable insights and automate complex, industry-relevant tasks. It unifies time-series data, events, documents, visual data streams, and 3D engineering models, breaking down data silos and enabling accurate answers to complex questions. Users can build tailored AI applications that understand industry-specific terminology, processes, and standards, supporting workflows such as root cause analysis, equipment troubleshooting, and operational decision-making.
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FlowFuse
FlowFuse is an industrial application software built on Node-RED that lets teams connect machines and protocols, collect and model data, and operate applications at scale while adding AI-powered assistance to accelerate development and deployment. It extends the intuitive low-code, visual programming environment of Node-RED with enterprise-grade features such as secure communication with devices, robust operational management, centralized remote deployment, team collaboration, and comprehensive security controls. FlowFuse includes interactive, responsive dashboards, AI-assisted flow creation and enhancement, and tools for transforming raw data into structured models using natural language prompts. It also adds support for DevOps-style pipelines to manage staged environments and version control, remote fleet management through a device agent, and advanced observability to monitor performance across instances.
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