Predict Service Failures with Claude, ClickUp & WhatsApp (n8n)

Predict service failures before they happen—using Claude, ClickUp, and WhatsApp in n8n

This n8n workflow runs daily to analyze incidents, deployments, metrics/log-volume trends, and GitHub code churn—then uses Anthropic Claude to predict which services are most likely to fail next and automatically creates preventive ClickUp tasks with urgent WhatsApp alerts for high-risk predictions.

What this workflow does

• Runs on a schedule (or manually) to load configuration like service names, API endpoints, and risk thresholds.
• Collects signals via HTTP APIs: historical incident logs, deployment history, APM/metrics trends, error-log volume trends, and GitHub commit activity.
• Builds per-service risk profiles by combining signals and detecting recurring patterns (e.g., weekday clustering and incidents occurring within 48 hours of deployments).
• Calls Anthropic Claude with the per-service profiles and parses a ranked JSON response containing probability, risk level, predicted failure mode, recommended actions, and a predicted window.
• Routes outcomes by risk level:
  • High risk: sends an urgent WhatsApp alert and creates a high-priority ClickUp task.
  • Medium risk: creates a standard ClickUp task.
  • Low risk: logs predictions without action.
• Waits in the verification window, then rechecks incident logs and ClickUp task status and sends a WhatsApp confirmation if an incident occurred—or a prevention-success summary if it didn’t.

Use cases

• SaaS operations teams proactively responding to “likely-to-fail” microservices.
• Engineering teams validating prevention plans by monitoring predicted failure windows.
• Automation engineers deploying risk-based alerts and tasks without manual triage.

Technical details

• Anthropic Claude for prediction from ranked JSON results (probability, risk level, failure mode, recommended actions, predicted window).
• HTTP APIs to fetch incident logs, deployment history, metrics trends, error-log volume trends, and GitHub commit activity.
• ClickUp integration to create tasks by risk level and check task completion.
• WhatsApp alerts for high-risk notifications and confirmation after the verification window.
• Workflow logic built with n8n nodes such as if, set, code, wait, merge, and switch.