Broken automation is usually not a tool problem. It is a reliability problem.

I review one n8n, Make, Zapier, webhook, API or AI workflow and return a clear Failure Map:

• what is breaking • where the failure layer is • what evidence to inspect • safest repair order • what to fix now vs later

Best for duplicate records, HTTP timeouts, missed alerts, retry loops, messy handoffs, AI context loss and silent workflow failures.

You get a written audit and practical repair plan. Implementation can be scoped separately after the audit.