{"workflow":{"id":14143,"name":"Predict Shopify stockouts with GPT-4o and email suppliers via Gmail","views":24,"recentViews":1,"totalViews":24,"createdAt":"2026-03-18T11:01:22.862Z","description":"## πŸš€ How it works \n \n Runs daily at 06:00 UTC, pulls every Shopify product variant's stock level, \n calculates real sales velocity from the last 7 days of orders, then uses \n GPT-4o to predict stockout dates and decide whether to reorder β€” automatically. \n \n - πŸ›οΈ Fetches all Shopify product variants and current inventory quantities \n - πŸ“¦ Pulls the last 7 days of orders and computes units sold per variant \n - ⚑ Calculates sales velocity (units/day) and estimated days until stockout \n - πŸ€– AI Agent classifies risk: **critical / high / medium / low** and recommends reorder quantity (30-day demand + 20% safety buffer) \n - πŸ“§ Sends a formatted reorder request email to your supplier for high-risk variants \n - πŸ“Š Logs every decision (reordered or skipped) to Google Sheets for inventory tracking \n \n ## πŸ› οΈ Set up steps \n \n **Estimated setup time: ~15 minutes** \n \n 1. **Shopify** β€” create a Custom App in your Shopify Admin β†’ Apps β†’ Develop Apps; enable `read_products` and `read_orders` scopes; copy the Admin API Access Token \n 2. **OpenAI** β€” connect your OpenAI API credential (GPT-4o) \n 3. **Gmail** β€” connect Gmail OAuth2; replace `supplier@example.com` with your real supplier address\n 4. **Google Sheets** β€” connect Google Sheets OAuth2; replace `YOUR_REORDER_LOG_SHEET_ID` with your sheet ID; create a sheet tab named `Reorder Log` \n 5. Follow the sticky notes inside the workflow for per-node guidance\n \n ## πŸ“‹ Prerequisites \n \n - Shopify store (any plan with Admin API access) \n - OpenAI API key \n - Gmail account for supplier notifications \n - Google Sheets for reorder log\n## Custom Workflow Request with Personal Dashboard\n\nkumar@smartflowcraft.com\n\nhttps://www.smartflowcraft.com/contact\n\n### More free templates\nhttps://www.smartflowcraft.com/n8n-templates","workflow":{"meta":{"instanceId":"22fdca31d9968d6f06af303ef9be6a073b9af5f54fda4c07e35417e4d15e704f","templateCredsSetupCompleted":true},"nodes":[{"id":"5b494ae5-5c7b-4aeb-939c-033fad6d230a","name":"Overview","type":"n8n-nodes-base.stickyNote","position":[19840,5152],"parameters":{"color":7,"width":680,"height":356,"content":"## Inventory Reorder Prediction\nVersion 1.0.0 β€” E-Commerce\n\nRuns daily, pulls all Shopify product variants with inventory levels, fetches orders from the last 7 days to compute sales velocity, then uses GPT-4o to predict stockout dates and determine whether to reorder. Reorder emails are sent to the supplier and all reorder decisions are logged to Google Sheets.\n\nFlow: Schedule => Fetch Products (Shopify) => Fetch Orders (Shopify) => Compute Sales Velocity (Code) => Predict Stockout Risk (AI Agent) => Should Reorder? (IF) => Send Reorder Email + Log to Sheets"},"typeVersion":1},{"id":"d4559dd4-0805-41c3-8f7e-14039c1b9191","name":"Prerequisites","type":"n8n-nodes-base.stickyNote","position":[19856,5520],"parameters":{"color":5,"width":420,"height":276,"content":"## Prerequisites\n- Shopify store with Admin API access (Custom App)\n- OpenAI API key (GPT-4o)\n- Gmail account for reorder notifications\n- Google Sheets for reorder log\n\nShopify setup: Admin => Apps and sales channels => Develop apps => Create an app => Enable read_products and read_orders API scopes => Install app => Copy Admin API access token."},"typeVersion":1},{"id":"d4dbdfb5-d585-4502-9431-5c16ab689f55","name":"Setup Required","type":"n8n-nodes-base.stickyNote","position":[20544,5328],"parameters":{"color":3,"width":420,"height":404,"content":"## Setup Required\n1. Fetch Products + Fetch Orders β€” connect 'Shopify Access Token API' credential\n2. OpenAI sub-node β€” connect OpenAI credential\n3. Send Reorder Email β€” connect Gmail OAuth2 credential, update supplier@example.com to real address\n4. Log to Google Sheets β€” connect Google Sheets credential, replace YOUR_REORDER_LOG_SHEET_ID\n5. Adjust reorder threshold in the Should Reorder? IF node (default: should_reorder = true from AI)"},"typeVersion":1},{"id":"188a9caf-38bf-4c4c-ba2f-af9566181e89","name":"How It Works","type":"n8n-nodes-base.stickyNote","position":[19840,5824],"parameters":{"color":4,"width":420,"height":488,"content":"## How It Works\n1. Runs daily at 06:00 UTC via cron schedule\n2. Fetches all Shopify products and their variant inventory levels\n3. Fetches all orders from the past 7 days and sums units sold per variant\n4. Code node joins the two datasets to compute sales velocity (units/day) and estimated days until stockout\n5. AI Agent evaluates each variant's risk level and recommended reorder quantity\n6. IF should_reorder is true: sends email to supplier and logs to Google Sheets\n7. IF should_reorder is false: logs to Google Sheets with low risk status"},"typeVersion":1},{"id":"c3e2e2b9-77bc-493f-a69d-d26fc789f0d9","name":"Daily Inventory Check","type":"n8n-nodes-base.scheduleTrigger","position":[20256,5936],"parameters":{"rule":{"interval":[{"field":"cronExpression","expression":"0 6 * * *"}]}},"typeVersion":1.2},{"id":"5aa9c8f2-93f0-4e2e-ab51-7c4765f8e2c6","name":"Fetch Products note","type":"n8n-nodes-base.stickyNote","position":[20368,5792],"parameters":{"width":270,"height":96,"content":"Pulls all product variants with current inventory_quantity from Shopify"},"typeVersion":1},{"id":"1f8a64ed-475b-4589-a783-9ce974891dea","name":"Fetch All Products","type":"n8n-nodes-base.shopify","onError":"continueErrorOutput","maxTries":3,"position":[20416,5936],"parameters":{"resource":"product","operation":"getAll","returnAll":true,"additionalFields":{}},"retryOnFail":true,"typeVersion":1,"waitBetweenTries":2000},{"id":"b795a9d5-1a42-4423-8e22-060b08c40f7c","name":"Fetch Orders note","type":"n8n-nodes-base.stickyNote","position":[20656,5792],"parameters":{"width":260,"height":96,"content":"Fetches all orders from the last 7 days to calculate sales velocity"},"typeVersion":1},{"id":"0825665e-ad08-4576-836e-baa074294a2d","name":"Fetch Recent Orders","type":"n8n-nodes-base.shopify","onError":"continueErrorOutput","maxTries":3,"position":[20672,5920],"parameters":{"options":{"status":"any"},"operation":"getAll","returnAll":true},"retryOnFail":true,"typeVersion":1,"waitBetweenTries":2000},{"id":"a805af61-e0d0-42d9-994a-7412ebed5155","name":"Velocity note","type":"n8n-nodes-base.stickyNote","position":[20928,5792],"parameters":{"width":238,"height":96,"content":"Joins products + orders, computes velocity (units/day) and days until stockout per variant"},"typeVersion":1},{"id":"44d9823e-3f64-4220-8a3f-fae0f242048c","name":"Compute Sales Velocity","type":"n8n-nodes-base.code","position":[20944,5904],"parameters":{"jsCode":"const orders = $('Fetch Recent Orders').all();\nconst salesMap = {};\nfor (const order of orders) {\n for (const item of (order.json.line_items || [])) {\n const vid = String(item.variant_id);\n salesMap[vid] = (salesMap[vid] || 0) + (item.quantity || 0);\n }\n}\nconst products = $('Fetch All Products').all();\nconst result = [];\nfor (const product of products) {\n for (const variant of (product.json.variants || [])) {\n const vid = String(variant.id);\n const stock = variant.inventory_quantity || 0;\n const sold7d = salesMap[vid] || 0;\n const velocity = sold7d / 7;\n const days_until_stockout = velocity > 0 ? Math.floor(stock / velocity) : 999;\n result.push({ json: {\n product_title: product.json.title,\n variant_id: vid,\n variant_title: variant.title,\n sku: variant.sku || '',\n stock,\n sold_7d: sold7d,\n velocity_per_day: Math.round(velocity * 100) / 100,\n days_until_stockout\n }});\n }\n}\nreturn result;"},"typeVersion":2},{"id":"eabd760d-b5c7-4506-af34-a71c03a0a05d","name":"Predict note","type":"n8n-nodes-base.stickyNote","position":[21184,5792],"parameters":{"width":302,"height":96,"content":"AI Agent assesses stockout risk and recommends reorder quantity with 30-day + 20% safety buffer"},"typeVersion":1},{"id":"8127ab51-ad94-4f26-a48f-12d04ef81f59","name":"Predict Stockout Risk","type":"@n8n/n8n-nodes-langchain.agent","position":[21216,5904],"parameters":{"text":"=Analyse this Shopify product variant and determine reorder urgency.\n\nProduct: {{ $json.product_title }} β€” {{ $json.variant_title }}\nSKU: {{ $json.sku }}\nCurrent Stock: {{ $json.stock }} units\nSold in Last 7 Days: {{ $json.sold_7d }} units\nSales Velocity: {{ $json.velocity_per_day }} units/day\nEstimated Days Until Stockout: {{ $json.days_until_stockout }}\n\nAssess risk level, recommend a reorder quantity that covers 30 days of demand plus 20% safety stock, and decide whether an immediate reorder is needed.","options":{"systemMessage":"=You are an inventory analyst for an e-commerce business. Assess stockout risk based on sales velocity and current stock. critical = stockout within 3 days, high = within 7 days, medium = 7-14 days, low = 14+ days. Recommend reorder quantities based on 30-day demand plus 20% safety buffer. If stock is 0 and velocity is 0, classify as low risk.","returnIntermediateSteps":false},"promptType":"define","hasOutputParser":true},"typeVersion":1.8},{"id":"9b30b060-c895-458a-942a-2160cb146bd5","name":"OpenAI β€” Predict","type":"@n8n/n8n-nodes-langchain.lmChatOpenAi","position":[21088,6144],"parameters":{"model":{"__rl":true,"mode":"list","value":"gpt-4o"},"options":{"temperature":0}},"typeVersion":1.2},{"id":"acbb6299-063c-4fe8-b4d2-89f97ab63235","name":"Stockout Risk Schema","type":"@n8n/n8n-nodes-langchain.outputParserStructured","position":[21408,6128],"parameters":{"schemaType":"manual","inputSchema":"{\"type\":\"object\",\"properties\":{\"risk_level\":{\"type\":\"string\",\"enum\":[\"critical\",\"high\",\"medium\",\"low\"]},\"recommended_reorder_qty\":{\"type\":\"integer\"},\"reasoning\":{\"type\":\"string\"},\"should_reorder\":{\"type\":\"boolean\"}},\"required\":[\"risk_level\",\"recommended_reorder_qty\",\"reasoning\",\"should_reorder\"]}"},"typeVersion":1.2},{"id":"7781da67-6c37-4b3c-b52b-84213d3e8050","name":"Should Reorder note","type":"n8n-nodes-base.stickyNote","position":[21504,5792],"parameters":{"width":255,"height":96,"content":"Routes to email supplier (true) or skip to log only (false)"},"typeVersion":1},{"id":"c9d3f410-9ba0-49ae-b11a-fc6eec70ff5d","name":"Should Reorder?","type":"n8n-nodes-base.if","position":[21536,5904],"parameters":{"options":{},"conditions":{"options":{"typeValidation":"loose"},"combinator":"and","conditions":[{"id":"cond-reorder","operator":{"type":"boolean","operation":"equal"},"leftValue":"={{ $json.output.should_reorder }}","rightValue":true}]}},"typeVersion":2.2},{"id":"c6e17c0d-0253-44ff-aadf-978ae89a753f","name":"Email note","type":"n8n-nodes-base.stickyNote","position":[21776,5744],"parameters":{"width":255,"height":60,"content":"Sends reorder request to supplier with full variant details"},"typeVersion":1},{"id":"be5298cc-5a62-4e86-8cf8-641fceb8d2c5","name":"Send Reorder Email","type":"n8n-nodes-base.gmail","onError":"continueErrorOutput","maxTries":3,"position":[21808,5840],"webhookId":"fe29a5a7-c9a8-48ba-b719-4572ab8f4750","parameters":{"sendTo":"user@example.com","message":"=

Reorder Request

Product{{ $('Compute Sales Velocity').item.json.product_title }} β€” {{ $('Compute Sales Velocity').item.json.variant_title }}
SKU{{ $('Compute Sales Velocity').item.json.sku }}
Current Stock{{ $('Compute Sales Velocity').item.json.stock }} units
Sales Velocity{{ $('Compute Sales Velocity').item.json.velocity_per_day }} units/day
Days Until Stockout{{ $('Compute Sales Velocity').item.json.days_until_stockout }}
Risk Level{{ $json.output.risk_level.toUpperCase() }}
Recommended Reorder Qty{{ $json.output.recommended_reorder_qty }} units

{{ $json.output.reasoning }}

Please confirm receipt and expected delivery timeline.

","options":{},"subject":"=Reorder Request β€” {{ $('Compute Sales Velocity').item.json.product_title }} (SKU: {{ $('Compute Sales Velocity').item.json.sku }})"},"retryOnFail":true,"typeVersion":2.1,"waitBetweenTries":2000},{"id":"3c432a16-5374-4310-a221-5724ded8150a","name":"Log note","type":"n8n-nodes-base.stickyNote","position":[22128,5776],"parameters":{"width":265,"height":144,"content":"Logs all reorder decisions (triggered or skipped) to Google Sheets for tracking"},"typeVersion":1},{"id":"eff4aab4-2149-4f6b-860f-1d63706fa714","name":"Log to Google Sheets","type":"n8n-nodes-base.googleSheets","onError":"continueErrorOutput","maxTries":3,"position":[21840,6096],"parameters":{"columns":{"value":{"SKU":"={{ $('Compute Sales Velocity').item.json.sku }}","Stock":"={{ $('Compute Sales Velocity').item.json.stock }}","Product":"={{ $('Compute Sales Velocity').item.json.product_title }}","Sold 7d":"={{ $('Compute Sales Velocity').item.json.sold_7d }}","Variant":"={{ $('Compute Sales Velocity').item.json.variant_title }}","Reasoning":"={{ $('Predict Stockout Risk').item.json.output.reasoning }}","Timestamp":"={{ DateTime.now().toISO() }}","Risk Level":"={{ $('Predict Stockout Risk').item.json.output.risk_level }}","Reorder Qty":"={{ $('Predict Stockout Risk').item.json.output.recommended_reorder_qty }}","Velocity/day":"={{ $('Compute Sales Velocity').item.json.velocity_per_day }}","Days to Stockout":"={{ $('Compute Sales Velocity').item.json.days_until_stockout }}","Reorder Triggered":"={{ $('Predict Stockout Risk').item.json.output.should_reorder }}"},"mappingMode":"defineBelow"},"options":{},"operation":"appendOrUpdate","sheetName":{"__rl":true,"mode":"name","value":"Reorder Log"},"documentId":{"__rl":true,"mode":"id","value":"YOUR_REORDER_LOG_SHEET_ID"}},"retryOnFail":true,"typeVersion":4.5,"waitBetweenTries":2000}],"pinData":{},"connections":{"Should Reorder?":{"main":[[{"node":"Send Reorder Email","type":"main","index":0}],[{"node":"Log to Google Sheets","type":"main","index":0}]]},"Fetch All Products":{"main":[[{"node":"Fetch Recent Orders","type":"main","index":0}]]},"OpenAI β€” Predict":{"ai_languageModel":[[{"node":"Predict Stockout Risk","type":"ai_languageModel","index":0}]]},"Send Reorder Email":{"main":[[{"node":"Log to Google Sheets","type":"main","index":0}]]},"Fetch Recent Orders":{"main":[[{"node":"Compute Sales Velocity","type":"main","index":0}]]},"Stockout Risk Schema":{"ai_outputParser":[[{"node":"Predict Stockout Risk","type":"ai_outputParser","index":0}]]},"Daily Inventory Check":{"main":[[{"node":"Fetch All Products","type":"main","index":0}]]},"Predict Stockout Risk":{"main":[[{"node":"Should Reorder?","type":"main","index":0}]]},"Compute Sales Velocity":{"main":[[{"node":"Predict Stockout Risk","type":"main","index":0}]]}}},"lastUpdatedBy":1,"workflowInfo":{"nodeCount":21,"nodeTypes":{"n8n-nodes-base.if":{"count":1},"n8n-nodes-base.code":{"count":1},"n8n-nodes-base.gmail":{"count":1},"n8n-nodes-base.shopify":{"count":2},"n8n-nodes-base.stickyNote":{"count":11},"n8n-nodes-base.googleSheets":{"count":1},"@n8n/n8n-nodes-langchain.agent":{"count":1},"n8n-nodes-base.scheduleTrigger":{"count":1},"@n8n/n8n-nodes-langchain.lmChatOpenAi":{"count":1},"@n8n/n8n-nodes-langchain.outputParserStructured":{"count":1}}},"status":"published","readyToDemo":null,"user":{"name":"Kumar SmartFlow Craft","username":"smartflowautomate","bio":"Founder of SmartFlowCraft β€” an AI agent platform for deploying production-ready automation for sales, support, and content ops. 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