Predict construction delays with Claude, OpenWeather and Slack alerts

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Built by Oneclick AI Squad Oneclick AI Squad
Created on June 05, 2026

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.

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

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Nodes Used (7)

AI Agent
@n8n/n8n-nodes-langchain.agent
Airtable
n8n-nodes-base.airtable
Anthropic Chat Model
@n8n/n8n-nodes-langchain.lmChatAnthropic
Code
n8n-nodes-base.code
Google Sheets
n8n-nodes-base.googleSheets
HTTP Request
n8n-nodes-base.httpRequest
Send Email
n8n-nodes-base.emailSend