This workflow monitors active construction projects in real time, ingests weather forecasts, supplier delivery statuses…
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. How it works Trigger — Webhook (on-demand) or daily schedule kick-off Load Active Projects — Pulls project list from your PM system (Procore / Airtable / Sheets) Fetch Weather Forecast — 7-day forecast for each project site location Fetch Supplier Status — Checks open purchase orders and delivery ETAs Fetch Resource Availability — Crew headcount, equipment, subcontractor status Combine Risk Data — Merges all data streams per project AI Delay Prediction — Claude AI scores delay probability and generates mitigation plan Severity Routing — Routes CRITICAL/HIGH risk projects to immediate alert path Notify Project Managers — Slack alert with risk summary and action items Update PM Dashboard — Writes prediction back to Airtable / Google Sheets Create Risk Ticket — Opens Jira / Linear issue for HIGH+ risk projects Send Daily Briefing — Email digest of all at-risk projects Setup Steps Import workflow into n8n Configure credentials: Anthropic API — Claude AI for delay prediction OpenWeatherMap API — Site weather forecasts Airtable / Google Sheets — Project & resource data Procore API — Schedule and RFI data (optional) Slack OAuth — Project manager alerts Jira API — Risk issue tracking SendGrid / SMTP — Daily email briefing Set your Airtable base ID and table names Configure Slack channel IDs per severity level Set your risk threshold (default: 60%) in the routing node Activate the workflow Sample Webhook Payload { "projectId": "PROJ-2025-042", "projectName": "Riverside Commercial Tower", "siteLocation": { "lat": -33.8688, "lon": 151.2093 }, "plannedEndDate": "2025-11-15", "currentPhase": "Structure", "forceRefresh": true } AI Prediction Criteria (Claude) Weather Risk** — Rain days, wind, temperature extremes blocking site work Supplier Risk** — Lead time slippage, back-orders, sole-source dependencies Resource Risk** — Labour shortages, equipment breakdown, subcontractor delays Schedule Slack** — Float remaining vs. risk exposure Phase Complexity** — Current phase sensitivity to external delays Historical Patterns** — Similar project delay patterns Features Multi-source real-time risk ingestion AI-powered delay probability scoring (0–100%) Automated severity routing and escalation Mitigation playbook generation per risk type Google Sheets / Airtable dashboard sync Daily briefing email and Slack digest Explore More Automation: Contact us to design AI-powered lead nurturing, content engagement, and multi-platform reply workflows tailored to your growth strategy. An n8n automation workflow template by Oneclick AI Squad.
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