[{"data":1,"prerenderedAt":1034},["ShallowReactive",2],{"blog-\u002Fblog\u002F2023\u002F12\u002Fai-use-cases":3,"featureCatalog":104,"changelog-titles":499,"blog-all-for-related":1033},{"id":4,"title":5,"authors":6,"body":8,"cta":84,"date":85,"description":86,"extension":87,"features":84,"image":88,"lastUpdated":84,"meta":89,"navigation":94,"path":95,"release":84,"seo":96,"sitemap":97,"stem":98,"subtitle":99,"tags":100,"tldr":84,"video":84,"__hash__":103},"blog\u002Fblog\u002F2023\u002F12\u002Fai-use-cases.md","Beyond Automation - AI Use Cases that are shaping the next manufacturing frontier",[7],"marian-demme",{"type":9,"value":10,"toc":75},"minimark",[11,15,18,21,26,35,38,46,50,53,56,60,63,67],[12,13,14],"p",{},"Are we standing on the brink of a Fifth Industrial Revolution? The manufacturing industry has been in a state of flux for some time, with the rise of automation and digital transforming the way factories operate. But today, we are witnessing something even more profound: AI is pushing manufacturing to a whole new level. Some have even referred to it as “the fifth industrial revolution” due to its potential for disruption.",[12,16,17],{},"But the question lingers for many plant managers and decision makers: in which AI-powered capabilities should one invest to bring about transformative changes in the manufacturing environment?",[12,19,20],{},"As we navigate this question, I want to focus on three AI uses that are not only ripe for investment but also pivotal in driving manufacturing success in this competitive market.",[22,23,25],"h2",{"id":24},"empowering-citizen-developer-strategy-with-ai","Empowering Citizen Developer Strategy with AI",[12,27,28,29,34],{},"The concept of citizen development stands as one of the most significant fields in my opinion, a sentiment I've detailed in my ",[30,31,33],"a",{"href":32},"\u002Fblog\u002F2023\u002F10\u002Fcitizen-development\u002F","previous article"," about Citizen Developers. This approach is revolutionizing the manner in which applications are crafted and deployed across various industries. By empowering individuals, irrespective of their coding knowledge, to create applications, AI is dramatically hastening this process.",[12,36,37],{},"Investing in AI capabilities that bolster your citizen developer strategy can fast-track application development, offering intuitive, template-driven platforms that employ AI to navigate users through the creation process. As we've seen over recent months and years, AI can significantly assist in code generation, thereby granting your citizen developers an even smoother initiation into application development.",[12,39,40,41,45],{},"An excellent instance of this is the ",[30,42,44],{"href":43},"\u002Fblog\u002F2023\u002F09\u002Fchatgpt-for-node-red-developers\u002F","article and Node-RED Node"," describing the potential for integrating Node-RED with ChatGPT to assist you in building applications. This integration highlights the practical, user-friendly solutions made possible through AI, making the realm of app development accessible to a broader range of innovators.",[22,47,49],{"id":48},"refining-warehouse-management-through-ai-driven-demand-forecasting","Refining Warehouse Management through AI-Driven Demand Forecasting",[12,51,52],{},"In an era marked by complexities in supply chains and customer demand, AI's role in warehouse management becomes a game-changer. AI algorithms analyze historical data and market trends to predict future demand with astonishing accuracy, a step beyond traditional forecasting methods.",[12,54,55],{},"For decision makers, investing in AI for demand forecasting means significantly minimizing overproduction or stock outs, optimizing inventory levels, and improving customer satisfaction. The advanced analytics offered by AI not only predict what products are in demand but also when and where they are needed, thereby facilitating strategic planning and resource allocation.",[22,57,59],{"id":58},"elevating-predictive-maintenance-and-quality-control","Elevating Predictive Maintenance and Quality Control",[12,61,62],{},"Unplanned downtime and quality inconsistencies are two of the biggest profit drains in manufacturing. AI's predictive capabilities are setting new standards in both maintenance and quality control protocols. By continuously monitoring equipment performance and production processes, AI can predict and identify machinery failures before they occur and detect quality deviations in real-time, allowing for immediate correction. Investing here means less downtime, reduced maintenance costs, improved product quality, and ultimately, an enhanced bottom line.",[22,64,66],{"id":65},"your-digital-infrastructure-architecture-is-key","Your Digital Infrastructure & Architecture is key",[12,68,69,70,74],{},"While understanding where concrete Use Cases are is crucial, it’s equally important to ensure that your digital strategy and architecture can support and quickly adapt to these advanced AI implementations. See also ",[30,71,73],{"href":72},"\u002Fblog\u002F2023\u002F08\u002Fisa-95-automation-pyramid-to-unified-namespace\u002F","my article"," about the Unified Namespace. A flexible system that integrates a Unified Namespace is critical for seamless data exchange across various systems and applications. Moreover, fostering a citizen developer environment is fundamental in ensuring that these AI investments are maximally utilized, empowering your workforce to contribute actively to the company's innovation cycle.",{"title":76,"searchDepth":77,"depth":77,"links":78},"",4,[79,81,82,83],{"id":24,"depth":80,"text":25},2,{"id":48,"depth":80,"text":49},{"id":58,"depth":80,"text":59},{"id":65,"depth":80,"text":66},null,"2023-12-04","Discover how AI is revolutionizing manufacturing with citizen development, demand forecasting, and predictive maintenance","md","\u002Fblog\u002F2023\u002F12\u002Fimages\u002Fbeyond-automation.png",{"excerpt":90},{"type":9,"value":91},[92],[12,93,14],{},true,"\u002Fblog\u002F2023\u002F12\u002Fai-use-cases",{"title":5,"description":86},{"loc":95},"blog\u002F2023\u002F12\u002Fai-use-cases","In which AI-powered capabilities should one invest to bring about transformative changes in the manufacturing environment?",[101,102],"posts","ai","S8y-ftwdEHb_5zw3JmNzbLbMcmv-3djzQ1ySN-fwo0M",{"id":105,"extension":106,"meta":107,"sections":108,"stem":497,"__hash__":498},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[109,160,261,323,400,479],{"id":110,"title":111,"features":112},"ai-automation","AI & Automation",[113,123,133,143,149,155],{"id":114,"title":115,"description":116,"docsLink":117,"changelog":118,"tiers":122},"flowfuse-expert-ai","FlowFuse Expert AI","Build industrial apps with agents, and query the state of the factory with an agent. Adapt your current hardware and machines so agentic work can be done against them, without ripping and replacing what's already on the plant floor.","\u002Fdocs\u002Fuser\u002Fexpert\u002F",[119],{"url":120,"release":121},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":94,"hub":94,"fleet":94},{"id":124,"title":125,"description":126,"docsLink":127,"changelog":128,"subfeature":94,"showOnPricing":131,"tiers":132},"flowfuse-expert-support-mode","Support Mode","Chat-based assistance for FlowFuse and Node-RED, including Node-RED instance management through natural language.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#support-mode",[129],{"url":130,"release":121},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":94,"hub":94,"fleet":94},{"id":134,"title":135,"description":136,"docsLink":137,"changelog":138,"subfeature":94,"showOnPricing":131,"tiers":142},"flowfuse-expert-application-building","Application 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instances.","\u002Fdocs\u002Finstall\u002Ffile-storage\u002F",{"edge":94,"hub":94,"fleet":94},{"id":193,"title":194,"description":195,"docsLink":196,"showOnPricing":131,"tiers":197},"persistent-context","Persistent Context","In-memory values defined in a Node-RED flow persist across project restarts and upgrades.","\u002Fdocs\u002Fuser\u002Fpersistent-context\u002F",{"edge":94,"hub":94,"fleet":94},{"id":199,"title":200,"showOnPricing":131,"tiers":201},"static-assets","Static Assets",{"edge":94,"hub":94,"fleet":94},{"id":203,"title":204,"description":205,"docsLink":206,"tiers":207},"team-library","Team Library","Set up standard nodes and flows that can be shared with all team members across your organisation.","\u002Fdocs\u002Fuser\u002Fshared-library\u002F",{"edge":94,"hub":94,"fleet":94},{"id":209,"title":210,"description":211,"docsLink":212,"tiers":213},"personalised-multi-user-dashboards","Personalised Multi-User Dashboards","Build applications that provide unique data to each logged-in user using personalised multi-user dashboards.","https:\u002F\u002Fdashboard.flowfuse.com\u002Fuser\u002Fmulti-tenancy.html",{"edge":94,"hub":94,"fleet":94},{"id":215,"title":216,"description":217,"changelog":218,"subfeature":94,"showOnPricing":131,"tiers":221},"dashboards-view","Dashboards View","Browse and open every dashboard across your team from a dedicated Dashboards view, at both team and application level, without leaving FlowFuse.",[219],{"url":220,"release":184},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":94,"hub":94,"fleet":94},{"id":223,"title":224,"description":225,"docsLink":226,"tiers":227},"blueprints-converge","Blueprints","Ready-made starting points for your apps, from cross-team Converge templates to OT and IT specific blueprints.","\u002Fdocs\u002Fuser\u002Fconcepts\u002F#blueprint",{"edge":94,"hub":94,"fleet":94},{"id":229,"title":230,"subfeature":94,"showOnPricing":131,"tiers":231},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":94,"hub":131,"fleet":94},{"id":233,"title":234,"subfeature":94,"showOnPricing":131,"tiers":235},"blueprints-it-apps","Blueprints - IT APPS",{"edge":131,"hub":94,"fleet":131},{"id":237,"title":238,"description":239,"changelog":240,"showOnPricing":131,"tiers":244},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[241],{"url":242,"release":243},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":94,"hub":94,"fleet":94},{"id":246,"title":247,"description":248,"changelog":249,"showOnPricing":131,"tiers":252},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[250],{"url":251,"release":141},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":94,"hub":94,"fleet":94},{"id":254,"title":255,"description":256,"changelog":257,"showOnPricing":131,"tiers":260},"embedded-editor-tab-title","Embedded Editor Browser Tab Title","The browser tab title updates to reflect the active Node-RED canvas tab when working in the embedded editor.",[258],{"url":259,"release":243},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":94,"hub":94,"fleet":94},{"id":262,"title":263,"features":264},"deploy","Deploy",[265,271,280,286,292,298,304,310,315],{"id":266,"title":267,"description":268,"docsLink":269,"tiers":270},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":94,"hub":94,"fleet":94},{"id":272,"title":273,"description":274,"docsLink":275,"changelog":276,"tiers":279},"edge-devices","Edge Instances","Deploy and mange your Node-RED instances on edge PLCs and gateways, with full visibility and control from the cloud.","\u002Fdocs\u002Fdevice-agent\u002Fintroduction\u002F",[277],{"url":278,"release":121},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":94,"hub":131,"fleet":94},{"id":281,"title":282,"description":283,"docsLink":284,"tiers":285},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":131,"hub":94,"fleet":131},{"id":287,"title":288,"description":289,"docsLink":290,"tiers":291},"mqtt-broker","MQTT Broker","Manage and create MQTT clients to transport data for efficient messaging and communication within your applications.","\u002Fdocs\u002Fuser\u002Fteambroker\u002F",{"edge":94,"hub":131,"fleet":94},{"id":293,"title":294,"description":295,"docsLink":296,"showOnPricing":131,"tiers":297},"project-nodes","Project Nodes aka seamless project comms","FlowFuse Project Nodes enable the passing of data and messages between your Node-RED projects.","\u002Fdocs\u002Fuser\u002Fprojectnodes\u002F",{"edge":94,"hub":94,"fleet":94},{"id":299,"title":300,"description":301,"docsLink":302,"tiers":303},"devops-pipelines","DevOps Pipelines","Set up different environments for development, testing, and production Node-RED instances to support a full software delivery lifecycle.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F",{"edge":94,"hub":94,"fleet":94},{"id":305,"title":306,"description":307,"docsLink":308,"tiers":309},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. 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Step through every changed, added, or deleted node and see property and code diffs.",[349],{"url":350,"release":243},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":94,"hub":94,"fleet":94},{"id":353,"title":354,"subfeature":94,"showOnPricing":131,"tiers":355},"version-history-timeline","Version History Timeline",{"edge":94,"hub":94,"fleet":94},{"id":357,"title":358,"tiers":359},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":94,"hub":94,"fleet":94},{"id":361,"title":362,"description":363,"tiers":364},"device-fleet-updates","Device Fleet Updates","Connect to edge devices to quickly assess and update logic. 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Audit Logs provide details on what actions have taken place, when they happened, and who did them.","\u002Fdocs\u002Fuser\u002Flogs\u002F#audit-log",{"edge":94,"hub":94,"fleet":94},{"id":437,"title":438,"description":439,"docsLink":440,"tiers":441},"role-based-access-control","Role-Based Access Control","Control who can do what at both the team and application level, from viewers to admins.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F",{"edge":94,"hub":94,"fleet":94},{"id":443,"title":444,"description":445,"docsLink":446,"subfeature":94,"showOnPricing":131,"tiers":447},"application-level-rbac","Application-Level RBAC","Fine-grained access control per application, allowing team members to have different permission levels across different applications without requiring separate teams.","\u002Fdocs\u002Fuser\u002Frole-based-access-control\u002F#application-level-rbac",{"edge":94,"hub":94,"fleet":94},{"id":449,"title":450,"description":451,"changelog":452,"subfeature":94,"showOnPricing":131,"tiers":455},"scoped-personal-access-tokens","Scoped Personal Access Tokens","Restrict a Personal Access Token to specific teams, limit it to read-only operations, or control whether it carries admin privileges.",[453],{"url":454,"release":184},"\u002Fchangelog\u002F2026\u002F07\u002Fscoped-pats\u002F",{"edge":94,"hub":94,"fleet":94},{"id":457,"title":458,"description":459,"docsLink":460,"showOnPricing":131,"tiers":461},"team-members","Team Members","Invite multiple team members to collaborate on the same Node-RED flows.","\u002Fdocs\u002Fuser\u002Fteam\u002F#teams",{"edge":94,"hub":94,"fleet":94},{"id":463,"title":464,"description":465,"docsLink":466,"showOnPricing":131,"tiers":467},"endpoint-security","Endpoint Security","Secure HTTP endpoints for hosted Node-RED instances 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