{"product_id":"machine-failure-risk-classifier-openai-slack-twilio","title":"Machine Failure Risk Classifier: OpenAI + Slack + Twilio","description":"\u003ch3\u003eTurn machine telemetry into actionable downtime risk alerts—automatically\u003c\/h3\u003e\n\u003cp\u003eThis \u003cstrong\u003en8n workflow\u003c\/strong\u003e receives machine sensor readings via a webhook, enriches them with maintenance history from your CMMS, uses \u003cstrong\u003eOpenAI\u003c\/strong\u003e to classify \u003cstrong\u003emachine failure risk\u003c\/strong\u003e, and then creates CMMS work orders plus alerts teams in \u003cstrong\u003eSlack\u003c\/strong\u003e and \u003cstrong\u003eSMS\u003c\/strong\u003e via \u003cstrong\u003eTwilio\u003c\/strong\u003e—with every event logged to \u003cstrong\u003eGoogle Sheets\u003c\/strong\u003e.\u003c\/p\u003e\n\n\u003ch3\u003eWhat this workflow does\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003eReceives telemetry:\u003c\/strong\u003e Listens for a \u003cstrong\u003ePOST webhook\u003c\/strong\u003e containing \u003cem\u003emachine_id, plant, metric, value, threshold, timestamp\u003c\/em\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eNormalizes data:\u003c\/strong\u003e Converts the incoming payload into a consistent schema for downstream processing.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003ePulls context from CMMS:\u003c\/strong\u003e Fetches maintenance history from your \u003cstrong\u003eCMMS API\u003c\/strong\u003e to inform the risk assessment.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eClassifies risk with OpenAI:\u003c\/strong\u003e Sends the live reading + maintenance history to \u003cstrong\u003eOpenAI\u003c\/strong\u003e to return a structured result (risk band, failure probability, recommended action).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eRoutes by risk band:\u003c\/strong\u003e Splits outcomes into \u003cstrong\u003eCritical\u003c\/strong\u003e, \u003cstrong\u003eWarning\u003c\/strong\u003e, or \u003cstrong\u003eNormal\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eActs on Critical\/Warning:\u003c\/strong\u003e For \u003cstrong\u003eCritical\u003c\/strong\u003e and \u003cstrong\u003eWarning\u003c\/strong\u003e, creates a \u003cstrong\u003eCMMS work order\u003c\/strong\u003e using the recommended action; for \u003cstrong\u003eCritical\u003c\/strong\u003e, also sends an alert to \u003cstrong\u003eSlack\u003c\/strong\u003e and an \u003cstrong\u003eSMS via Twilio\u003c\/strong\u003e.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eAuditable tracking:\u003c\/strong\u003e Appends the event and OpenAI risk assessment to a Google Sheets sheet named \u003cstrong\u003e“Downtime Risk Register”\u003c\/strong\u003e.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eUse cases\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003eReduce unplanned downtime by automatically converting telemetry spikes into \u003cstrong\u003efailure risk\u003c\/strong\u003e categories and next-step work orders.\u003c\/li\u003e\n  \u003cli\u003eNotify operations teams faster when a machine is classified as \u003cstrong\u003eCritical\u003c\/strong\u003e (Slack + Twilio SMS).\u003c\/li\u003e\n  \u003cli\u003eMaintain audit-ready records of every risk decision, tied to the sensor reading and maintenance history.\u003c\/li\u003e\n\u003c\/ul\u003e\n\n\u003ch3\u003eTechnical details\u003c\/h3\u003e\n\u003cul\u003e\n  \u003cli\u003e\n\u003cstrong\u003en8n nodes\/integrations:\u003c\/strong\u003e Webhook, set, switch, OpenAI, Slack, Twilio, sticky note.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eOpenAI:\u003c\/strong\u003e Uses \u003cstrong\u003egpt-4o-mini\u003c\/strong\u003e (must be available in your account).\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eCMMS API:\u003c\/strong\u003e Configurable base URL + required HTTP authentication\/headers for \u003cem\u003ehistory\u003c\/em\u003e and \u003cem\u003eworkorders\u003c\/em\u003e endpoints.\u003c\/li\u003e\n  \u003cli\u003e\n\u003cstrong\u003eOutputs:\u003c\/strong\u003e CMMS work orders (Critical\/Warning) + Slack\/Twilio alerts (Critical) + Google Sheets logging (“Downtime Risk Register”).\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"N8N Commerce","offers":[{"title":"Default Title","offer_id":45899953045683,"sku":"N8N-18710","price":24.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0749\/6279\/6723\/files\/q6RFZOcchcmZZEGk-RY7h_8FwKa18l.png?v=1787735315","url":"https:\/\/buyflowscripts.com\/products\/machine-failure-risk-classifier-openai-slack-twilio","provider":"N8N Commerce","version":"1.0","type":"link"}