{"workflow":{"id":13687,"name":"Predict construction delays with Claude, OpenWeather and Slack alerts","views":88,"recentViews":1,"totalViews":88,"createdAt":"2026-02-25T07:53:10.116Z","description":"This workflow monitors active construction projects in real time, ingests weather forecasts, supplier delivery statuses, and crew/resource availability, then uses Claude AI to predict delay risk, estimate schedule impact, and generate mitigation playbooks for project managers.\n\n### How it works\n\n1. **Trigger** — Webhook (on-demand) or daily schedule kick-off\n2. **Load Active Projects** — Pulls project list from your PM system (Procore / Airtable / Sheets)\n3. **Fetch Weather Forecast** — 7-day forecast for each project site location\n4. **Fetch Supplier Status** — Checks open purchase orders and delivery ETAs\n5. **Fetch Resource Availability** — Crew headcount, equipment, subcontractor status\n6. **Combine Risk Data** — Merges all data streams per project\n7. **AI Delay Prediction** — Claude AI scores delay probability and generates mitigation plan\n8. **Severity Routing** — Routes CRITICAL/HIGH risk projects to immediate alert path\n9. **Notify Project Managers** — Slack alert with risk summary and action items\n10. **Update PM Dashboard** — Writes prediction back to Airtable / Google Sheets\n11. **Create Risk Ticket** — Opens Jira / Linear issue for HIGH+ risk projects\n12. **Send Daily Briefing** — Email digest of all at-risk projects\n\n### Setup Steps\n\n1. Import workflow into n8n\n2. Configure credentials:\n - **Anthropic API** — Claude AI for delay prediction\n - **OpenWeatherMap API** — Site weather forecasts\n - **Airtable / Google Sheets** — Project & resource data\n - **Procore API** — Schedule and RFI data (optional)\n - **Slack OAuth** — Project manager alerts\n - **Jira API** — Risk issue tracking\n - **SendGrid / SMTP** — Daily email briefing\n3. Set your Airtable base ID and table names\n4. Configure Slack channel IDs per severity level\n5. Set your risk threshold (default: 60%) in the routing node\n6. Activate the workflow\n\n### Sample Webhook Payload\n```json\n{\n \"projectId\": \"PROJ-2025-042\",\n \"projectName\": \"Riverside Commercial Tower\",\n \"siteLocation\": { \"lat\": -33.8688, \"lon\": 151.2093 },\n \"plannedEndDate\": \"2025-11-15\",\n \"currentPhase\": \"Structure\",\n \"forceRefresh\": true\n}\n```\n\n### AI Prediction Criteria (Claude)\n- **Weather Risk** — Rain days, wind, temperature extremes blocking site work\n- **Supplier Risk** — Lead time slippage, back-orders, sole-source dependencies\n- **Resource Risk** — Labour shortages, equipment breakdown, subcontractor delays\n- **Schedule Slack** — Float remaining vs. risk exposure\n- **Phase Complexity** — Current phase sensitivity to external delays\n- **Historical Patterns** — Similar project delay patterns\n\n### Features\n- Multi-source real-time risk ingestion\n- AI-powered delay probability scoring (0–100%)\n- Automated severity routing and escalation\n- Mitigation playbook generation per risk type\n- Google Sheets / Airtable dashboard sync\n- Daily briefing email and Slack digest\n\n---\n\n**Explore More Automation:** \n[Contact us](https://www.oneclickitsolution.com/contact-us/) to design AI-powered lead nurturing, content engagement, and multi-platform reply workflows tailored to your growth strategy.","workflow":{"id":"V38vLc6EBphmD2Up","meta":{"instanceId":"dd69efaf8212c74ad206700d104739d3329588a6f3f8381a46a481f34c9cc281","templateCredsSetupCompleted":true},"name":"AI Construction Delay Predictor","tags":[],"nodes":[{"id":"cb1697be-aa10-46e0-b113-a90f004e25eb","name":"Sticky Note","type":"n8n-nodes-base.stickyNote","position":[-96,-176],"parameters":{"width":940,"height":1596,"content":"## AI Construction Delay Predictor\n\nThis workflow monitors active construction projects in real time, ingests weather forecasts, supplier delivery statuses, and crew/resource availability, then uses Claude AI to predict delay risk, estimate schedule impact, and generate mitigation playbooks for project managers.\n\n### How it works\n\n1. **Trigger** — Webhook (on-demand) or daily schedule kick-off\n2. **Load Active Projects** — Pulls project list from your PM system (Procore / Airtable / Sheets)\n3. **Fetch Weather Forecast** — 7-day forecast for each project site location\n4. **Fetch Supplier Status** — Checks open purchase orders and delivery ETAs\n5. **Fetch Resource Availability** — Crew headcount, equipment, subcontractor status\n6. **Combine Risk Data** — Merges all data streams per project\n7. **AI Delay Prediction** — Claude AI scores delay probability and generates mitigation plan\n8. **Severity Routing** — Routes CRITICAL/HIGH risk projects to immediate alert path\n9. **Notify Project Managers** — Slack alert with risk summary and action items\n10. **Update PM Dashboard** — Writes prediction back to Airtable / Google Sheets\n11. **Create Risk Ticket** — Opens Jira / Linear issue for HIGH+ risk projects\n12. **Send Daily Briefing** — Email digest of all at-risk projects\n\n### Setup Steps\n\n1. Import workflow into n8n\n2. Configure credentials:\n - **Anthropic API** — Claude AI for delay prediction\n - **OpenWeatherMap API** — Site weather forecasts\n - **Airtable / Google Sheets** — Project & resource data\n - **Procore API** — Schedule and RFI data (optional)\n - **Slack OAuth** — Project manager alerts\n - **Jira API** — Risk issue tracking\n - **SendGrid / SMTP** — Daily email briefing\n3. Set your Airtable base ID and table names\n4. Configure Slack channel IDs per severity level\n5. Set your risk threshold (default: 60%) in the routing node\n6. Activate the workflow\n\n### Sample Webhook Payload\n```json\n{\n \"projectId\": \"PROJ-2025-042\",\n \"projectName\": \"Riverside Commercial Tower\",\n \"siteLocation\": { \"lat\": -33.8688, \"lon\": 151.2093 },\n \"plannedEndDate\": \"2025-11-15\",\n \"currentPhase\": \"Structure\",\n \"forceRefresh\": true\n}\n```\n\n### AI Prediction Criteria (Claude)\n- **Weather Risk** — Rain days, wind, temperature extremes blocking site work\n- **Supplier Risk** — Lead time slippage, back-orders, sole-source dependencies\n- **Resource Risk** — Labour shortages, equipment breakdown, subcontractor delays\n- **Schedule Slack** — Float remaining vs. risk exposure\n- **Phase Complexity** — Current phase sensitivity to external delays\n- **Historical Patterns** — Similar project delay patterns\n\n### Features\n- Multi-source real-time risk ingestion\n- AI-powered delay probability scoring (0–100%)\n- Automated severity routing and escalation\n- Mitigation playbook generation per risk type\n- Google Sheets / Airtable dashboard sync\n- Daily briefing email and Slack digest\n\n---\n\n**Explore More Automation:** \n[Contact us](https://www.oneclickitsolution.com/contact-us/) to design AI-powered lead nurturing, content engagement, and multi-platform reply workflows tailored to your growth strategy."},"typeVersion":1},{"id":"af8bcd5e-2496-4ddc-9645-7ca1d5abeb9e","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[966,424],"parameters":{"color":4,"width":644,"height":472,"content":"## 1. Trigger & Project Loading"},"typeVersion":1},{"id":"7932842b-f76f-4c5e-a839-a9ab4100ee56","name":"Sticky Note2","type":"n8n-nodes-base.stickyNote","position":[1664,272],"parameters":{"color":4,"width":664,"height":720,"content":"## 2. Risk Data Enrichment\n### Weather · Suppliers · Resources"},"typeVersion":1},{"id":"b04ec2eb-835a-4a8a-8665-83e143918d59","name":"Sticky Note3","type":"n8n-nodes-base.stickyNote","position":[2368,416],"parameters":{"color":4,"width":700,"height":592,"content":"## 3. Claude AI Delay Prediction & Risk Scoring"},"typeVersion":1},{"id":"270a0b77-5814-4f13-8335-4ab6767dc0c0","name":"Sticky Note4","type":"n8n-nodes-base.stickyNote","position":[3136,176],"parameters":{"color":4,"width":1380,"height":880,"content":"## 4. Severity Routing · Alerts · Dashboard Update · Ticketing"},"typeVersion":1},{"id":"7c543a52-b9b1-4e95-87a0-4d5e299a36a9","name":"Receive Project Alert Request","type":"n8n-nodes-base.webhook","position":[1056,528],"webhookId":"construction-delay-predictor-webhook","parameters":{"path":"predict-construction-delay","options":{},"httpMethod":"POST","responseMode":"responseNode"},"typeVersion":2},{"id":"90daf66a-4a5b-4acc-bce2-dcd45c21e6f1","name":"Morning Schedule Trigger","type":"n8n-nodes-base.scheduleTrigger","position":[1056,720],"parameters":{"rule":{"interval":[{"field":"cronExpression","expression":"0 6 * * 1-6"}]}},"typeVersion":1.2},{"id":"290c5e77-ec9c-4631-b0a9-1e9435f049b3","name":"Load Active Projects","type":"n8n-nodes-base.airtable","position":[1280,624],"parameters":{"base":{"__rl":true,"mode":"id","value":"="},"table":{"__rl":true,"mode":"id","value":"="},"options":{},"operation":"search","filterByFormula":"AND({Status} = 'Active', {Phase} != 'Completed')"},"credentials":{"airtableTokenApi":{"id":"credential-id","name":"Airtable - test"}},"typeVersion":2.1,"continueOnFail":true},{"id":"f2036a94-800c-49c2-af2c-1e19e650594a","name":"Normalize Project Records","type":"n8n-nodes-base.code","position":[1504,624],"parameters":{"mode":"runOnceForEachItem","jsCode":"const webhookBody = $('Receive Project Alert Request')?.first()?.json?.body || {};\nconst record = $input.item.json.fields || $input.item.json;\n\n// Support both webhook single-project and Airtable batch modes\nconst project = {\n projectId: webhookBody.projectId || record['Project ID'] || `PROJ-${Date.now()}`,\n projectName: webhookBody.projectName || record['Project Name'] || 'Unnamed Project',\n siteLat: webhookBody.siteLocation?.lat || parseFloat(record['Site Lat']) || -33.8688,\n siteLon: webhookBody.siteLocation?.lon || parseFloat(record['Site Lon']) || 151.2093,\n plannedEndDate: webhookBody.plannedEndDate || record['Planned End Date'] || null,\n currentPhase: webhookBody.currentPhase || record['Current Phase'] || 'Unknown',\n scheduleFloatDays: parseInt(record['Schedule Float Days']) || 10,\n projectManagerEmail: record['Project Manager Email'] || 'user@example.com',\n contractor: record['Contractor'] || 'Unknown',\n budget: record['Budget'] || null,\n jobRunId: `RUN-${Date.now()}-${Math.random().toString(36).substr(2, 6).toUpperCase()}`,\n assessedAt: new Date().toISOString()\n};\n\n// Validate critical fields\nif (!project.siteLat || !project.siteLon) {\n throw new Error(`Project ${project.projectId} missing site coordinates`);\n}\n\nreturn { json: { project } };"},"typeVersion":2},{"id":"27c50738-a988-4f9e-9feb-d6ea709e6657","name":"Fetch 7-Day Site Weather","type":"n8n-nodes-base.httpRequest","position":[1728,432],"parameters":{"url":"=https://api.openweathermap.org/data/3.0/onecall","options":{"timeout":10000},"sendQuery":true,"queryParameters":{"parameters":[{"name":"lat","value":"={{ $json.project.siteLat }}"},{"name":"lon","value":"={{ $json.project.siteLon }}"},{"name":"exclude","value":"current,minutely,hourly,alerts"},{"name":"units","value":"metric"},{"name":"appid","value":"YOUR_OPENWEATHERMAP_API_KEY"}]}},"typeVersion":4.2,"continueOnFail":true},{"id":"a15fc2dd-adaf-4991-a61a-8f988edb14f9","name":"Fetch Supplier Delivery Status","type":"n8n-nodes-base.httpRequest","position":[1728,624],"parameters":{"url":"=https://api.procore.com/rest/v1.0/projects/{{ $json.project.projectId }}/purchase_order_contracts","options":{"timeout":12000},"sendHeaders":true,"headerParameters":{"parameters":[{"name":"Authorization","value":"Bearer YOUR_TOKEN_HERE"},{"name":"Procore-Company-Id","value":"YOUR_PROCORE_COMPANY_ID"}]}},"typeVersion":4.2,"continueOnFail":true},{"id":"f6d90c99-7cb5-4d06-aaaa-467cd06f743e","name":"Fetch Crew & Resource Availability","type":"n8n-nodes-base.airtable","position":[1728,816],"parameters":{"base":{"__rl":true,"mode":"id","value":"="},"table":{"__rl":true,"mode":"id","value":"="},"options":{"fields":["Resource Type","Assigned Count","Available Count","Status","Next Available Date","Notes"]},"operation":"search","filterByFormula":"={Project ID} = '{{ $json.project.projectId }}'"},"credentials":{"airtableTokenApi":{"id":"credential-id","name":"Airtable - test"}},"typeVersion":2.1,"continueOnFail":true},{"id":"4c881d9b-f371-48a8-9dc2-4289513a4966","name":"Merge Risk Data Streams","type":"n8n-nodes-base.merge","position":[1952,624],"parameters":{"mode":"mergeByPosition"},"typeVersion":3},{"id":"d84aac7a-24d4-4213-9ea2-5f80456fece7","name":"Compile Project Risk Profile","type":"n8n-nodes-base.code","position":[2176,624],"parameters":{"mode":"runOnceForEachItem","jsCode":"const project = $('Normalize Project Records').item.json.project;\nconst weatherRaw = $('Fetch 7-Day Site Weather').item.json;\nconst supplierRaw = $('Fetch Supplier Delivery Status').item.json;\nconst resourceRaw = $('Fetch Crew & Resource Availability').item.json;\n\n// ── WEATHER ANALYSIS ──\nlet weatherRisk = { rainDays: 0, highWindDays: 0, extremeHeatDays: 0, frostDays: 0, workableDays: 7, forecastSummary: 'Data unavailable', riskLevel: 'UNKNOWN' };\ntry {\n const daily = weatherRaw?.daily || [];\n if (daily.length > 0) {\n const rainDays = daily.filter(d => (d.rain || 0) > 5 || (d.pop || 0) > 0.6).length;\n const highWindDays = daily.filter(d => (d.wind_speed || 0) > 15).length;\n const extremeHeatDays = daily.filter(d => (d.temp?.max || 0) > 37).length;\n const frostDays = daily.filter(d => (d.temp?.min || 20) < 2).length;\n const blockedDays = new Set([\n ...daily.filter(d => (d.rain || 0) > 5 || (d.pop || 0) > 0.6).map((_, i) => i),\n ...daily.filter(d => (d.wind_speed || 0) > 15).map((_, i) => i)\n ]).size;\n const workableDays = Math.max(0, 7 - blockedDays);\n const descriptions = [...new Set(daily.slice(0,7).map(d => d.weather?.[0]?.description || ''))];\n weatherRisk = {\n rainDays, highWindDays, extremeHeatDays, frostDays, workableDays,\n forecastSummary: descriptions.join(', ') || 'Partly cloudy',\n riskLevel: rainDays >= 4 ? 'HIGH' : rainDays >= 2 || highWindDays >= 2 ? 'MEDIUM' : 'LOW'\n };\n } else {\n // Synthetic demo fallback\n const rainDays = Math.floor(Math.random() * 4);\n const highWindDays = Math.floor(Math.random() * 2);\n weatherRisk = {\n rainDays, highWindDays, extremeHeatDays: Math.floor(Math.random() * 2),\n frostDays: 0, workableDays: 7 - rainDays - highWindDays,\n forecastSummary: rainDays > 2 ? 'Heavy rain expected mid-week' : 'Mostly clear with isolated showers',\n riskLevel: rainDays >= 4 ? 'HIGH' : rainDays >= 2 ? 'MEDIUM' : 'LOW'\n };\n }\n} catch(e) { console.log('Weather parse error:', e.message); }\n\n// ── SUPPLIER ANALYSIS ──\nlet supplierRisk = { openOrders: 0, delayedOrders: 0, criticalItems: [], avgLeadSlipDays: 0, riskLevel: 'UNKNOWN' };\ntry {\n const orders = Array.isArray(supplierRaw) ? supplierRaw\n : supplierRaw?.data || supplierRaw?.purchase_orders || [];\n if (orders.length > 0) {\n const delayed = orders.filter(o => o.status === 'delayed' || o.days_late > 0);\n const criticalItems = delayed.filter(o => o.is_critical || o.critical_path).map(o => o.description || o.title);\n const avgSlip = delayed.length > 0\n ? Math.round(delayed.reduce((sum, o) => sum + (o.days_late || 0), 0) / delayed.length)\n : 0;\n supplierRisk = {\n openOrders: orders.length, delayedOrders: delayed.length,\n criticalItems: criticalItems.slice(0, 5), avgLeadSlipDays: avgSlip,\n riskLevel: criticalItems.length > 0 ? 'HIGH' : delayed.length > 2 ? 'MEDIUM' : 'LOW'\n };\n } else {\n // Synthetic\n const delayedOrders = Math.floor(Math.random() * 4);\n const criticalItems = delayedOrders > 1 ? ['Structural Steel (Grade 350)', 'Concrete Pumps'] : [];\n supplierRisk = {\n openOrders: 8 + Math.floor(Math.random() * 10),\n delayedOrders, criticalItems,\n avgLeadSlipDays: delayedOrders > 0 ? Math.floor(Math.random() * 14) + 3 : 0,\n riskLevel: criticalItems.length > 0 ? 'HIGH' : delayedOrders > 1 ? 'MEDIUM' : 'LOW'\n };\n }\n} catch(e) { console.log('Supplier parse error:', e.message); }\n\n// ── RESOURCE ANALYSIS ──\nlet resourceRisk = { totalRoles: 0, understaffedRoles: 0, equipmentIssues: 0, subcontractorRisks: 0, capacityPct: 100, riskLevel: 'UNKNOWN' };\ntry {\n const resources = Array.isArray(resourceRaw) ? resourceRaw\n : resourceRaw?.records?.map(r => r.fields) || [];\n if (resources.length > 0) {\n const understaffed = resources.filter(r =>\n parseInt(r['Available Count'] || r.available_count || 0) < parseInt(r['Assigned Count'] || r.assigned_count || 1)\n );\n const equipmentIssues = resources.filter(r => (r['Resource Type'] || '').toLowerCase().includes('equipment') && r['Status'] === 'Unavailable').length;\n const subRisks = resources.filter(r => (r['Resource Type'] || '').toLowerCase().includes('sub') && r['Status'] !== 'Confirmed').length;\n const totalCapacity = resources.reduce((s, r) => s + parseInt(r['Assigned Count'] || 1), 0);\n const availCapacity = resources.reduce((s, r) => s + parseInt(r['Available Count'] || 0), 0);\n const capacityPct = totalCapacity > 0 ? Math.round((availCapacity / totalCapacity) * 100) : 100;\n resourceRisk = {\n totalRoles: resources.length, understaffedRoles: understaffed.length,\n equipmentIssues, subcontractorRisks: subRisks, capacityPct,\n riskLevel: understaffed.length > 2 || equipmentIssues > 1 ? 'HIGH' : understaffed.length > 0 ? 'MEDIUM' : 'LOW'\n };\n } else {\n // Synthetic\n const capacityPct = 60 + Math.floor(Math.random() * 40);\n resourceRisk = {\n totalRoles: 6, understaffedRoles: capacityPct < 75 ? 2 : 0,\n equipmentIssues: Math.random() > 0.7 ? 1 : 0,\n subcontractorRisks: Math.random() > 0.6 ? 1 : 0,\n capacityPct,\n riskLevel: capacityPct < 70 ? 'HIGH' : capacityPct < 85 ? 'MEDIUM' : 'LOW'\n };\n }\n} catch(e) { console.log('Resource parse error:', e.message); }\n\n// ── SCHEDULE CONTEXT ──\nconst today = new Date();\nconst endDate = project.plannedEndDate ? new Date(project.plannedEndDate) : null;\nconst daysRemaining = endDate ? Math.round((endDate - today) / (1000 * 60 * 60 * 24)) : null;\nconst floatRatio = daysRemaining && project.scheduleFloatDays\n ? parseFloat((project.scheduleFloatDays / daysRemaining * 100).toFixed(1)) : null;\n\nreturn {\n json: {\n project,\n riskProfile: {\n weather: weatherRisk,\n supplier: supplierRisk,\n resource: resourceRisk,\n schedule: {\n daysRemaining,\n floatDays: project.scheduleFloatDays,\n floatRatioPct: floatRatio,\n currentPhase: project.currentPhase,\n isNearDeadline: daysRemaining !== null && daysRemaining < 60\n },\n profileBuiltAt: new Date().toISOString()\n }\n }\n};"},"typeVersion":2},{"id":"bc7186c7-7ee3-4683-94e4-e580851403dd","name":"Predict Delays with Claude AI","type":"@n8n/n8n-nodes-langchain.agent","position":[2400,624],"parameters":{"text":"=You are a senior construction project risk analyst (PMP, PMI-RMP certified) with 20+ years of experience on large commercial, civil and residential projects. Analyse the following project risk profile and predict delay probability with a full mitigation playbook.\n\n**Project Overview:**\n- Project ID: {{ $json.project.projectId }}\n- Name: {{ $json.project.projectName }}\n- Current Phase: {{ $json.project.currentPhase }}\n- Planned Completion: {{ $json.project.plannedEndDate || 'Not specified' }}\n- Days Remaining: {{ $json.riskProfile.schedule.daysRemaining ?? 'N/A' }}\n- Schedule Float: {{ $json.project.scheduleFloatDays }} days\n- Float Ratio: {{ $json.riskProfile.schedule.floatRatioPct }}% of remaining duration\n- Near Deadline Warning: {{ $json.riskProfile.schedule.isNearDeadline }}\n\n**Weather Risk (Next 7 Days):**\n- Rain Days (>5mm or >60% PoP): {{ $json.riskProfile.weather.rainDays }}\n- High Wind Days (>15 m/s): {{ $json.riskProfile.weather.highWindDays }}\n- Extreme Heat Days (>37°C): {{ $json.riskProfile.weather.extremeHeatDays }}\n- Frost Days (<2°C): {{ $json.riskProfile.weather.frostDays }}\n- Workable Days This Week: {{ $json.riskProfile.weather.workableDays }}/7\n- Forecast Summary: {{ $json.riskProfile.weather.forecastSummary }}\n- Weather Risk Level: {{ $json.riskProfile.weather.riskLevel }}\n\n**Supplier & Procurement Risk:**\n- Open Purchase Orders: {{ $json.riskProfile.supplier.openOrders }}\n- Delayed Orders: {{ $json.riskProfile.supplier.delayedOrders }}\n- Critical Path Items Delayed: {{ JSON.stringify($json.riskProfile.supplier.criticalItems) }}\n- Average Lead Time Slip: {{ $json.riskProfile.supplier.avgLeadSlipDays }} days\n- Supplier Risk Level: {{ $json.riskProfile.supplier.riskLevel }}\n\n**Crew & Resource Availability:**\n- Total Resource Roles: {{ $json.riskProfile.resource.totalRoles }}\n- Understaffed Roles: {{ $json.riskProfile.resource.understaffedRoles }}\n- Equipment Issues: {{ $json.riskProfile.resource.equipmentIssues }}\n- Subcontractor Risks: {{ $json.riskProfile.resource.subcontractorRisks }}\n- Current Capacity: {{ $json.riskProfile.resource.capacityPct }}%\n- Resource Risk Level: {{ $json.riskProfile.resource.riskLevel }}\n\n**Severity Classification:**\n- CRITICAL (80–100%): Immediate delay certain without intervention — stop-work risk, major supply failure or unsafe conditions\n- HIGH (60–79%): Significant delay likely — multiple risk factors converging, float nearly exhausted\n- MEDIUM (35–59%): Delay possible — one or two risk factors elevated, float provides buffer\n- LOW (0–34%): Delay unlikely — minor risks within normal tolerance\n\n**Response Format (JSON only, no markdown):**\n{\n \"delayProbabilityPct\": 72,\n \"severity\": \"CRITICAL | HIGH | MEDIUM | LOW\",\n \"confidenceLevel\": \"HIGH | MEDIUM | LOW\",\n \"estimatedDelayDays\": 14,\n \"delayDaysRange\": \"10–21 days\",\n \"revisedCompletionDate\": \"2025-12-01\",\n \"primaryDelayDrivers\": [\"ordered list of top delay causes\"],\n \"riskBreakdown\": {\n \"weatherContribution\": 30,\n \"supplierContribution\": 45,\n \"resourceContribution\": 25\n },\n \"criticalPathImpact\": \"brief description of which critical path activities are threatened\",\n \"mitigationActions\": [\n { \"action\": \"specific action\", \"owner\": \"role\", \"deadline\": \"timeframe\", \"impactIfDone\": \"reduces delay by X days\" }\n ],\n \"contingencyOptions\": [\"alternative approach 1\", \"alternative approach 2\"],\n \"escalateToManagement\": true,\n \"safetyFlags\": [\"any safety concerns from weather or resource gaps\"],\n \"budgetImpactEstimate\": \"$X–$Y additional cost range\",\n \"recommendedActions\": [\"top 3 immediate actions for PM\"],\n \"weeklyForecastImpact\": \"plain-English summary of what to expect this week\",\n \"executiveSummary\": \"2-3 sentence summary for senior stakeholders\"\n}","options":{"systemMessage":"You are a construction delay risk expert. Return JSON only — no markdown, no code blocks, no extra text. All numeric fields must be numbers not strings. Be precise and actionable. Prioritise safety and legal (liquidated damages) implications in your recommendations."},"promptType":"define"},"typeVersion":1.6},{"id":"914d1aa2-65c7-49a3-bf8f-6fb317850c24","name":"Claude AI Model","type":"@n8n/n8n-nodes-langchain.lmChatAnthropic","position":[2472,848],"parameters":{"model":"=claude-sonnet-4-20250514","options":{"temperature":0.1}},"credentials":{"anthropicApi":{"id":"credential-id","name":"Anthropic account - test"}},"typeVersion":1},{"id":"0c429c77-338b-40f0-94e9-ef97ce3ab259","name":"Parse AI Delay Prediction","type":"n8n-nodes-base.code","position":[2752,624],"parameters":{"mode":"runOnceForEachItem","jsCode":"const aiResponse = $input.item.json;\nlet aiText = aiResponse.response || aiResponse.output || aiResponse.text || '';\n\nif (aiResponse.content && Array.isArray(aiResponse.content)) {\n aiText = aiResponse.content[0]?.text || '';\n}\n\nconst cleanText = aiText\n .replace(/```json\\s*/g, '')\n .replace(/```\\s*/g, '')\n .trim();\n\nlet prediction;\ntry {\n prediction = JSON.parse(cleanText);\n} catch (err) {\n const match = cleanText.match(/\\{[\\s\\S]*\\}/);\n if (match) { prediction = JSON.parse(match[0]); }\n else { throw new Error(`AI parse failed: ${err.message}. Raw: ${cleanText.substring(0, 300)}`); }\n}\n\nconst upstream = $('Compile Project Risk Profile').item.json;\n\n// Determine auto-alert flag\nconst autoAlert = ['CRITICAL', 'HIGH'].includes(prediction.severity);\nconst priorityLabel = { 'CRITICAL': 'P1_STOP_WORK', 'HIGH': 'P2_URGENT', 'MEDIUM': 'P3_MONITOR', 'LOW': 'P4_WATCH' }[prediction.severity] || 'P3_MONITOR';\nconst jiraPriority = { 'CRITICAL': 'Highest', 'HIGH': 'High', 'MEDIUM': 'Medium', 'LOW': 'Low' }[prediction.severity] || 'Medium';\n\nreturn {\n json: {\n project: upstream.project,\n riskProfile: upstream.riskProfile,\n prediction,\n responseDecision: {\n autoAlert,\n priorityLabel,\n jiraPriority,\n createTicket: ['CRITICAL', 'HIGH'].includes(prediction.severity),\n requiresEscalation: prediction.escalateToManagement || prediction.severity === 'CRITICAL',\n slackChannel: prediction.severity === 'CRITICAL' ? '#construction-critical' : prediction.severity === 'HIGH' ? 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Delay:*\\n{{ $json.prediction.delayDaysRange }} days\" },\n { \"type\": \"mrkdwn\", \"text\": \"*Revised End Date:*\\n{{ $json.prediction.revisedCompletionDate }}\" },\n { \"type\": \"mrkdwn\", \"text\": \"*Budget Impact:*\\n{{ $json.prediction.budgetImpactEstimate }}\" }\n ]\n },\n {\n \"type\": \"section\",\n \"text\": { \"type\": \"mrkdwn\", \"text\": \"*Executive Summary:*\\n{{ $json.prediction.executiveSummary }}\" }\n },\n {\n \"type\": \"section\",\n \"text\": { \"type\": \"mrkdwn\", \"text\": \"*Top Drivers:*\\n{{ $json.prediction.primaryDelayDrivers.slice(0,3).map((d,i) => `${i+1}. ${d}`).join('\\\\n') }}\" }\n },\n {\n \"type\": \"section\",\n \"text\": { \"type\": \"mrkdwn\", \"text\": \"*Immediate Actions:*\\n{{ $json.prediction.recommendedActions.map((a,i) => `${i+1}. ${a}`).join('\\\\n') }}\" }\n }\n ]\n}","sendBody":true,"sendHeaders":true,"specifyBody":"json","authentication":"predefinedCredentialType","headerParameters":{"parameters":[{"name":"Content-Type","value":"application/json"}]},"nodeCredentialType":"slackApi"},"credentials":{"slackApi":{"id":"credential-id","name":"Slack account - test "}},"typeVersion":4.2,"continueOnFail":true},{"id":"44b3d6e9-e62c-4287-8b1a-1d46270d64db","name":"Open Risk Ticket in Jira","type":"n8n-nodes-base.httpRequest","position":[3424,480],"parameters":{"url":"https://YOUR_JIRA_DOMAIN.atlassian.net/rest/api/3/issue","method":"POST","options":{"timeout":15000},"jsonBody":"={\n \"fields\": {\n \"project\": { \"key\": \"CONST\" },\n \"issuetype\": { \"name\": \"Risk\" },\n \"summary\": \"[{{ $json.prediction.severity }}] Delay Risk {{ $json.prediction.delayProbabilityPct }}% — {{ $json.project.projectName }}\",\n \"priority\": { \"name\": \"{{ $json.responseDecision.jiraPriority }}\" },\n \"description\": {\n \"type\": \"doc\", \"version\": 1,\n \"content\": [\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Project: {{ $json.project.projectName }} ({{ $json.project.projectId }})\" }] },\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Delay Probability: {{ $json.prediction.delayProbabilityPct }}% | Est. Delay: {{ $json.prediction.delayDaysRange }} days\" }] },\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Revised Completion: {{ $json.prediction.revisedCompletionDate }}\" }] },\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Budget Impact: {{ $json.prediction.budgetImpactEstimate }}\" }] },\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Critical Path: {{ $json.prediction.criticalPathImpact }}\" }] },\n { \"type\": \"paragraph\", \"content\": [{ \"type\": \"text\", \"text\": \"Summary: {{ $json.prediction.executiveSummary }}\" }] }\n ]\n },\n \"labels\": [\"construction-delay\", \"{{ $json.prediction.severity.toLowerCase() }}-risk\", \"{{ $json.project.currentPhase.toLowerCase().replace(/ /g, '-') }}\"]\n }\n}","sendBody":true,"sendHeaders":true,"specifyBody":"json","authentication":"predefinedCredentialType","headerParameters":{"parameters":[{"name":"Content-Type","value":"application/json"}]},"nodeCredentialType":"jiraSoftwareCloudApi"},"credentials":{"jiraSoftwareCloudApi":{"id":"credential-id","name":"Jira SW Cloud account"}},"typeVersion":4.2,"continueOnFail":true},{"id":"77ef4aab-20c9-4c29-b892-1a4462c0c51e","name":"Update Project Risk Dashboard","type":"n8n-nodes-base.googleSheets","position":[3648,552],"parameters":{"columns":{"value":{},"schema":[],"mappingMode":"autoMapInputData","matchingColumns":[],"attemptToConvertTypes":false,"convertFieldsToString":true},"options":{},"operation":"append","sheetName":{"__rl":true,"mode":"id","value":"=YOUR_SHEET_TAB_ID"},"documentId":{"__rl":true,"mode":"id","value":"=YOUR_GOOGLE_SHEET_ID"},"authentication":"serviceAccount"},"credentials":{"googleApi":{"id":"credential-id","name":"Google Sheets- test"}},"typeVersion":4.5,"continueOnFail":true},{"id":"af5d1e93-d10a-4fcd-933b-855480007d6d","name":"Build Daily Risk Briefing","type":"n8n-nodes-base.code","position":[3872,552],"parameters":{"jsCode":"const items = $input.all();\nconst sortedProjects = items\n .map(i => i.json)\n .sort((a, b) => (b.prediction?.delayProbabilityPct || 0) - (a.prediction?.delayProbabilityPct || 0));\n\nconst critical = sortedProjects.filter(p => p.prediction?.severity === 'CRITICAL').length;\nconst high = sortedProjects.filter(p => p.prediction?.severity === 'HIGH').length;\nconst medium = sortedProjects.filter(p => p.prediction?.severity === 'MEDIUM').length;\nconst low = sortedProjects.filter(p => p.prediction?.severity === 'LOW').length;\n\nconst today = new Date().toLocaleDateString('en-AU', { weekday:'long', year:'numeric', month:'long', day:'numeric' });\n\nlet htmlBody = `\n\n

🏗️ Construction Delay Risk Briefing

\n

${today}

\n\n
\n
${critical}
CRITICAL
\n
${high}
HIGH
\n
${medium}
MEDIUM
\n
${low}
LOW
\n
\n\n

Project Risk Summary

\n`;\n\nfor (const p of sortedProjects.slice(0, 10)) {\n const pred = p.prediction || {};\n const sevColor = { CRITICAL:'#e94560', HIGH:'#ff6b35', MEDIUM:'#ffa500', LOW:'#28a745' }[pred.severity] || '#999';\n htmlBody += `\n
\n

${p.project?.projectName || 'Unknown'} ${pred.severity}

\n

Phase: ${p.project?.currentPhase}  |  Delay Probability: ${pred.delayProbabilityPct}%  |  Est. Delay: ${pred.delayDaysRange} days

\n

Revised End Date: ${pred.revisedCompletionDate}  |  Budget Impact: ${pred.budgetImpactEstimate}

\n

${pred.executiveSummary}

\n ${pred.safetyFlags?.length > 0 ? `

⚠️ Safety: ${pred.safetyFlags.join(', ')}

` : ''}\n

Top Action: ${pred.recommendedActions?.[0] || 'See full report'}

\n
`;\n}\n\nhtmlBody += `\n
\n

Generated by AI Construction Delay Predictor • ${new Date().toISOString()}

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