[{"data":1,"prerenderedAt":1162},["ShallowReactive",2],{"blog-\u002Fblog\u002F2026\u002F05\u002Fflowfuse-expert-building-flows":3,"featureCatalog":233,"changelog-titles":627,"blog-all-for-related":1161},{"id":4,"title":5,"authors":6,"body":8,"cta":205,"date":209,"description":210,"extension":211,"features":212,"image":213,"lastUpdated":214,"meta":215,"navigation":221,"path":222,"release":212,"seo":223,"sitemap":224,"stem":225,"subtitle":226,"tags":227,"tldr":230,"video":231,"__hash__":232},"blog\u002Fblog\u002F2026\u002F05\u002Fflowfuse-expert-building-flows.md","How to Build Industrial Apps With FlowFuse AI Expert",[7],"sumit-shinde",{"type":9,"value":10,"toc":190},"minimark",[11,15,24,35,40,43,77,80,84,99,107,110,115,118,121,127,130,136,140,143,146,151,154,158,161,164,168,171,175,178,182],[12,13,14],"p",{},"FlowFuse Expert now builds applications for you. Describe what you need, and the flow is built in front of you on the canvas, wired and configured. Ask for a change, it updates on the spot.",[12,16,17,18,23],{},"We shared the initial announcement in the ",[19,20,22],"a",{"href":21},"\u002Fblog\u002F2026\u002F05\u002Fflowfuse-release-2-30\u002F#flowfuse-expert-builds-your-industrial-application","2.30 release post",". This post walks through building your first flow with FlowFuse Expert and how Expert works alongside your environment.",[12,25,26,31],{},[27,28],"img",{"alt":29,"src":30},"FlowFuse Expert building a simulated packaging conveyor monitoring application","\u002Fblog\u002F2026\u002F05\u002Fimages\u002Fexpert-application-building.gif",[32,33,34],"em",{},"Expert building a packaging conveyor monitoring application: MQTT alerts, dashboard indicators, and real-time event simulation, from a single prompt.",[36,37,39],"h2",{"id":38},"what-flowfuse-expert-sees-before-it-builds","What FlowFuse Expert sees before it builds",[12,41,42],{},"Before the first node lands on the canvas, Expert reads your environment. We're tuning the experience to load context agentically based on what each scenario needs. Depending on the task, that can include:",[44,45,46,54,60,66],"ul",{},[47,48,49,53],"li",{},[50,51,52],"strong",{},"Your canvas state",": the nodes you've placed, how they connect, what they do.",[47,55,56,59],{},[50,57,58],{},"Your installed palette",": which nodes are installed and at what version.",[47,61,62,65],{},[50,63,64],{},"Your existing node configurations",": the settings already defined in the nodes on your canvas. You can also share context directly to let the Expert create the node configurations for external infrastructure, this is being improved into a more dedicated experience soon, and FlowFuse-native infrastructure will increasingly be recognised and considered automatically based on intent.",[47,67,68,71,72,76],{},[50,69,70],{},"Your runtime data",": when you attach it from the debug sidebar, Expert sees the ",[73,74,75],"code",{},"msg"," data, errors, and values flowing through each node. It reasons about runtime behavior, not just wiring. We're working on optimising and automating this soon.",[12,78,79],{},"The result is output you can trust to match what you expect, so you reach your intended outcome sooner.",[36,81,83],{"id":82},"get-started-in-two-minutes","Get started in two minutes",[12,85,86,87,91,92,98],{},"FlowFuse Expert is in open beta on FlowFuse Cloud (Team and Enterprise) — no request needed. It is also available on Self-Hosted Enterprise; ",[19,88,90],{"href":89},"\u002Fcontact-us\u002F?subject=FlowFuse%20Expert%20Application%20Building","contact us"," to get it set up. If you don't already have a FlowFuse account, ",[19,93,97],{"href":94,"rel":95},"https:\u002F\u002Fapp.flowfuse.com\u002Faccount\u002Fcreate",[96],"nofollow","sign up"," first.",[12,100,101,102,106],{},"Once enabled, open the editor and ",[19,103,105],{"href":104},"\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#opening-the-chat-interface","find the FlowFuse Expert chat",". The chat is our integrated AI across the whole suite, so you'll find it everywhere from FlowFuse to Node-RED Editor.",[12,108,109],{},"Paste this in:",[12,111,112],{},[32,113,114],{},"\"Build a live dashboard monitoring three machines (Machine 1, Machine 2, Machine 3). Each one should keep switching on its own every 2 seconds between Running (green), Idle (yellow), or Fault (red), so at any moment they can be in different states, with the name, state, and colored indicator updating live on the page.\"",[12,116,117],{},"You can watch Expert do its work as the flow is built on the canvas. A few seconds later it's wired up and ready. Hit Deploy, open the dashboard, and the cards start cycling through Running, Idle, and Fault.",[12,119,120],{},"You didn't go hunting through the palette or keep the documentation open in another tab. The flow just showed up saving you time and effort.",[122,123,124],"blockquote",{},[12,125,126],{},"FlowFuse Expert works on both Hosted and Remote Instances.",[12,128,129],{},"From there, you can replace simulated data with live machine data, redesign the dashboard, add alarms, connect MQTT or OPC UA sources, and keep refining the application through prompts instead of manual building.",[131,132],"lite-youtube",{"videoid":133,"style":134,"title":135},"wzD02B7EaqM","width: 100%; aspect-ratio: 16\u002F9; background-image: url('\u002Fblog\u002F2026\u002F05\u002Fimages\u002Fflowfuse-expert-building-flow.jpg'); background-size: cover;","Building Industrial Apps With FlowFuse Expert",[36,137,139],{"id":138},"working-with-expert-day-to-day","Working with Expert day-to-day",[12,141,142],{},"Describe outcomes, not outputs. Tell Expert what you want to end up with and let it figure out the building blocks. Fine-tune the specifics afterward. And you're never locked in: you can keep working manually on the canvas right alongside Expert.",[12,144,145],{},"A few patterns that help you get the most out of Expert today. We're continuing to tune things so these matter less over time.",[147,148,150],"h3",{"id":149},"share-context-when-something-looks-off","Share context when something looks off",[12,152,153],{},"If a card's blank or a value's wrong, you don't have to hunt for the cause yourself. Expert can look up runtime data on its own. If you want to point it at something specific, you can also share context directly through the debug sidebar.",[147,155,157],{"id":156},"build-end-to-end-then-refine","Build end-to-end, then refine",[12,159,160],{},"Get the whole thing wired up first. Data flowing, dashboard bound, the basic loop running. Then iterate. Don't be afraid to dig deeper on any piece as you go.",[12,162,163],{},"If you need to fix specific things, it's best to do them one at a time for now, so you can verify each result.",[147,165,167],{"id":166},"deploy-with-your-context-in-mind","Deploy with your context in mind",[12,169,170],{},"If the flow is connected to a production process, take a minute to look over what Expert built before hitting Deploy. If it's a sandbox or a prototype, deploy away and see what happens. As Expert keeps improving, you'll be able to trust the output earlier without the manual check.",[147,172,174],{"id":173},"start-fresh-when-the-chat-gets-noisy","Start fresh when the chat gets noisy",[12,176,177],{},"AI models can get poisoned with unrelated context over time. If results start drifting, starting a new chat often gives better results than trying to dig out of a bad thread.",[36,179,181],{"id":180},"where-to-go-next","Where to go next",[12,183,184,185,189],{},"For the full reference on what FlowFuse Expert reads, how it interacts with your canvas, and advanced usage, see the ",[19,186,188],{"href":187},"\u002Fdocs\u002Fuser\u002Fexpert\u002F","FlowFuse Expert documentation",". We're updating these alongside the agentic experience as it evolves.",{"title":191,"searchDepth":192,"depth":192,"links":193},"",4,[194,196,197,204],{"id":38,"depth":195,"text":39},2,{"id":82,"depth":195,"text":83},{"id":138,"depth":195,"text":139,"children":198},[199,201,202,203],{"id":149,"depth":200,"text":150},3,{"id":156,"depth":200,"text":157},{"id":166,"depth":200,"text":167},{"id":173,"depth":200,"text":174},{"id":180,"depth":195,"text":181},{"type":206,"title":207,"description":208},"sign-up","Try FlowFuse Expert on your team","FlowFuse Expert Application Building is in open beta on FlowFuse Cloud, no request needed. Sign up and start building.","2026-05-13","FlowFuse Expert now builds applications from a description. Here's what that looks like, what Expert understands about your environment, and how to keep iterating.","md",null,"\u002Fblog\u002F2026\u002F05\u002Fimages\u002Fflowfuse-ai-expert-tile.png","2026-06-04",{"keywords":216,"excerpt":217},"flowfuse ai expert, flowfuse expert, industrial automation, node-red, industrial dashboards, mqtt, opc ua, industrial iot, ai-assisted development, real-time monitoring, flowfuse cloud, machine monitoring",{"type":9,"value":218},[219],[12,220,14],{},true,"\u002Fblog\u002F2026\u002F05\u002Fflowfuse-expert-building-flows",{"title":5,"description":210},{"loc":222},"blog\u002F2026\u002F05\u002Fflowfuse-expert-building-flows","From a description to a running flow",[228,229],"flowfuse","ai","FlowFuse Expert can now build complete Node-RED applications from a natural language description, wiring nodes on the canvas in real time. Before building, Expert reads your installed palette, existing canvas state, node configurations, and runtime debug data to produce output that matches your actual environment. The feature is in open beta on FlowFuse Cloud (all tiers) and Self-Hosted Enterprise, and works on both Hosted and Remote Instances.","DR9OTIVtBLU","RnCJUsGnpcln14-waZFr58ApplSi8puGUIKRybBlgUU",{"id":234,"extension":235,"meta":236,"sections":237,"stem":625,"__hash__":626},"featureCatalog\u002Ffeature-catalog.yml","yml",{},[238,288,389,451,528,607],{"id":239,"title":240,"features":241},"ai-automation","AI & Automation",[242,251,261,271,277,283],{"id":243,"title":244,"description":245,"docsLink":187,"changelog":246,"tiers":250},"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.",[247],{"url":248,"release":249},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-update-banner\u002F","2.28",{"edge":221,"hub":221,"fleet":221},{"id":252,"title":253,"description":254,"docsLink":255,"changelog":256,"subfeature":221,"showOnPricing":259,"tiers":260},"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",[257],{"url":258,"release":249},"\u002Fchangelog\u002F2026\u002F02\u002Fff-expert-debug-log-context\u002F",false,{"edge":221,"hub":221,"fleet":221},{"id":262,"title":263,"description":264,"docsLink":265,"changelog":266,"subfeature":221,"showOnPricing":259,"tiers":270},"flowfuse-expert-application-building","Application Building","Describe what you want to build and FlowFuse Expert assembles it on your workspace, adding tabs, wiring nodes, and configuring properties.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F",[267],{"url":268,"release":269},"\u002Fchangelog\u002F2026\u002F05\u002Fexpert-application-building\u002F","2.30",{"edge":221,"hub":221,"fleet":221},{"id":272,"title":273,"description":274,"docsLink":275,"subfeature":221,"beta":221,"showOnPricing":259,"tiers":276},"flowfuse-expert-insights-mode","Insights Mode","Connects FlowFuse Expert to MCP servers in your Node-RED instances, enabling real-time data queries and actions through a single chat interface.","\u002Fdocs\u002Fuser\u002Fexpert\u002Fchat\u002F#insights-mode",{"edge":221,"hub":221,"fleet":221},{"id":278,"title":279,"description":280,"docsLink":281,"tiers":282},"mcp-servers","Agentic Operations","Expose your Node-RED flows as tools an AI agent can call directly, so agents can query the state of the factory or trigger actions without custom integration work.","\u002Fnode-red\u002Fflowfuse\u002Fmcp\u002F",{"edge":221,"hub":221,"fleet":221},{"id":284,"title":285,"description":286,"tiers":287},"onnx-integration","ONNX Integration","Run trained machine learning models directly in your flows, including on edge hardware, without sending data out to an external inference service.",{"edge":221,"hub":221,"fleet":221},{"id":289,"title":290,"features":291},"build","Build",[292,298,304,314,320,326,330,336,342,350,356,360,364,373,381],{"id":293,"title":294,"description":295,"docsLink":296,"tiers":297},"edge-development","Edge Development","Develop and test Node-RED flows directly on edge devices with a remote editor proxy.","\u002Fdocs\u002Fdevice-agent\u002Fquickstart\u002F",{"edge":221,"hub":259,"fleet":221},{"id":299,"title":300,"description":301,"docsLink":302,"tiers":303},"private-npm-registry","Custom Node-RED Nodes","Create and manage your own private npm registry for Node-RED nodes, so you can share custom nodes across your team and devices without publishing them publicly.","\u002Fdocs\u002Fuser\u002Fcustom-npm-packages\u002F",{"edge":221,"hub":221,"fleet":221},{"id":305,"title":306,"description":307,"docsLink":308,"changelog":309,"tiers":313},"flowfuse-tables","FlowFuse Tables","A managed PostgreSQL database for every application, so you can store and query structured data without standing up and maintaining your own database.","\u002Fdocs\u002Fuser\u002Fff-tables\u002F",[310],{"url":311,"release":312},"\u002Fchangelog\u002F2026\u002F07\u002Fexpert-tables-automation\u002F","2.33",{"edge":221,"hub":221,"fleet":221},{"id":315,"title":316,"description":317,"docsLink":318,"tiers":319},"persistent-files","File Storage","Store and retrieve files from your Node-RED flows, with automatic replication and backup across your devices and hosted instances.","\u002Fdocs\u002Finstall\u002Ffile-storage\u002F",{"edge":221,"hub":221,"fleet":221},{"id":321,"title":322,"description":323,"docsLink":324,"showOnPricing":259,"tiers":325},"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":221,"hub":221,"fleet":221},{"id":327,"title":328,"showOnPricing":259,"tiers":329},"static-assets","Static Assets",{"edge":221,"hub":221,"fleet":221},{"id":331,"title":332,"description":333,"docsLink":334,"tiers":335},"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":221,"hub":221,"fleet":221},{"id":337,"title":338,"description":339,"docsLink":340,"tiers":341},"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":221,"hub":221,"fleet":221},{"id":343,"title":344,"description":345,"changelog":346,"subfeature":221,"showOnPricing":259,"tiers":349},"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.",[347],{"url":348,"release":312},"\u002Fchangelog\u002F2026\u002F07\u002Fteam-and-application-dashboards\u002F",{"edge":221,"hub":221,"fleet":221},{"id":351,"title":352,"description":353,"docsLink":354,"tiers":355},"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":221,"hub":221,"fleet":221},{"id":357,"title":358,"subfeature":221,"showOnPricing":259,"tiers":359},"blueprints-ot-apps","Blueprints - OT APPS",{"edge":221,"hub":259,"fleet":221},{"id":361,"title":362,"subfeature":221,"showOnPricing":259,"tiers":363},"blueprints-it-apps","Blueprints - IT APPS",{"edge":259,"hub":221,"fleet":259},{"id":365,"title":366,"description":367,"changelog":368,"showOnPricing":259,"tiers":372},"immersive-editor-snapshots","Snapshot Details in Immersive Editor","View and manage snapshot details directly inside the immersive editor without leaving your editing session.",[369],{"url":370,"release":371},"\u002Fchangelog\u002F2026\u002F03\u002Fsnapshot-detail-modal-immersive-editor\u002F","2.29",{"edge":221,"hub":221,"fleet":221},{"id":374,"title":375,"description":376,"changelog":377,"showOnPricing":259,"tiers":380},"immersive-editor-drawer","Customisable Immersive Editor Drawer","Pin, move, resize, or full-screen the immersive editor drawer. Your preferences are remembered between sessions.",[378],{"url":379,"release":269},"\u002Fchangelog\u002F2026\u002F04\u002Fimmersive-editor-drawer\u002F",{"edge":221,"hub":221,"fleet":221},{"id":382,"title":383,"description":384,"changelog":385,"showOnPricing":259,"tiers":388},"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.",[386],{"url":387,"release":371},"\u002Fchangelog\u002F2026\u002F03\u002Fembedded-editor-tab-title\u002F",{"edge":221,"hub":221,"fleet":221},{"id":390,"title":391,"features":392},"deploy","Deploy",[393,399,408,414,420,426,432,438,443],{"id":394,"title":395,"description":396,"docsLink":397,"tiers":398},"hosted-instances","Cloud Instances","Run Node-RED instances managed and hosted by FlowFuse.","\u002Fdocs\u002Fuser\u002Fintroduction\u002F#creating-a-node-red-instance",{"edge":221,"hub":221,"fleet":221},{"id":400,"title":401,"description":402,"docsLink":403,"changelog":404,"tiers":407},"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",[405],{"url":406,"release":249},"\u002Fchangelog\u002F2026\u002F02\u002Fdevice-agent-nodejs-options\u002F",{"edge":221,"hub":259,"fleet":221},{"id":409,"title":410,"description":411,"docsLink":412,"tiers":413},"custom-hostnames","Custom Hostnames","Access your Node-RED application via your own domain name.","\u002Fdocs\u002Fuser\u002Fcustom-hostnames\u002F",{"edge":259,"hub":221,"fleet":259},{"id":415,"title":416,"description":417,"docsLink":418,"tiers":419},"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":221,"hub":259,"fleet":221},{"id":421,"title":422,"description":423,"docsLink":424,"showOnPricing":259,"tiers":425},"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":221,"hub":221,"fleet":221},{"id":427,"title":428,"description":429,"docsLink":430,"tiers":431},"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":221,"hub":221,"fleet":221},{"id":433,"title":434,"description":435,"docsLink":436,"tiers":437},"git-integration","Git Integration","Back up your flows to a remote Git repository through a DevOps Pipeline. Supports GitHub and Azure DevOps repositories.","\u002Fdocs\u002Fuser\u002Fdevops-pipelines\u002F#git-repository-stage",{"edge":259,"hub":221,"fleet":259},{"id":439,"title":440,"description":441,"docsLink":436,"subfeature":221,"showOnPricing":259,"tiers":442},"git-integration-github","GitHub","Push and pull snapshots to GitHub repositories through DevOps Pipeline Git Stages.",{"edge":259,"hub":221,"fleet":259},{"id":444,"title":445,"description":446,"docsLink":436,"changelog":447,"subfeature":221,"showOnPricing":259,"tiers":450},"git-integration-azure","Azure DevOps","Push and pull snapshots to Azure DevOps repositories through DevOps Pipeline Git Stages.",[448],{"url":449,"release":371},"\u002Fchangelog\u002F2026\u002F03\u002Fazure-dev-ops-gitops\u002F",{"edge":259,"hub":221,"fleet":259},{"id":452,"title":453,"features":454},"operate-maintain","Operate & Maintain",[455,461,467,472,480,484,488,493,499,505,510,516,520,524],{"id":456,"title":457,"description":458,"docsLink":459,"tiers":460},"snapshots","Snapshots & Version History","Automatic snapshots on remote devices and hosted instances, plus a full version history timeline so you can roll back to any prior state.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F",{"edge":221,"hub":221,"fleet":221},{"id":462,"title":463,"description":464,"docsLink":465,"subfeature":221,"showOnPricing":259,"tiers":466},"auto-snapshot-remote","Auto Snapshot (Remote)","Automatically capture a snapshot every time a remote instance is deployed, so you always have a recoverable history of what was running on each device.","\u002Fdocs\u002Fuser\u002Fsnapshots\u002F#auto-snapshots",{"edge":221,"hub":221,"fleet":221},{"id":468,"title":469,"description":470,"docsLink":465,"subfeature":221,"showOnPricing":259,"tiers":471},"auto-snapshot-hosted","Auto Snapshot (Hosted)","Automatically capture a snapshot every time a hosted instance is deployed, so you always have a recoverable history of what was running.",{"edge":221,"hub":221,"fleet":221},{"id":473,"title":474,"description":475,"changelog":476,"subfeature":221,"showOnPricing":259,"tiers":479},"snapshot-comparison","Snapshot Comparison","Compare two snapshots side-by-side with a navigable diff view. Step through every changed, added, or deleted node and see property and code diffs.",[477],{"url":478,"release":371},"\u002Fchangelog\u002F2026\u002F04\u002Fsnapshot-diff-viewer\u002F",{"edge":221,"hub":221,"fleet":221},{"id":481,"title":482,"subfeature":221,"showOnPricing":259,"tiers":483},"version-history-timeline","Version History Timeline",{"edge":221,"hub":221,"fleet":221},{"id":485,"title":486,"tiers":487},"unlimited-workflow-executions","Unlimited Workflow Executions",{"edge":221,"hub":221,"fleet":221},{"id":489,"title":490,"description":491,"tiers":492},"device-fleet-updates","Device Fleet Updates","Connect to edge devices to quickly assess and update logic. 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SSO",{"path":705,"title":706},"\u002Fchangelog\u002F2024\u002F01\u002Fstreamlined-device-assignment","Streamlined Device assignment",{"path":708,"title":709},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-auto-snapshot","Device Auto Snapshots",{"path":711,"title":712},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-instance-audit-logs","Device Instance Audit Logging",{"path":714,"title":715},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-onboarding-improvements","Device Onboarding Improvements",{"path":717,"title":718},"\u002Fchangelog\u002F2024\u002F02\u002Fdevice-pricing-change","Pricing change for Devices",{"path":720,"title":721},"\u002Fchangelog\u002F2024\u002F02\u002Finstance-auto-snapshots","Instance Auto Snapshots",{"path":723,"title":724},"\u002Fchangelog\u002F2024\u002F02\u002Fpostgresql-upgrade","PostgreSQL Version update",{"path":726,"title":727},"\u002Fchangelog\u002F2024\u002F03\u002Fbearer-token-authentication","Bearer Token Authentication for Node-RED 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