Production deployments expose what learning resources cannot: whether a tool handles real edge cases or just demo-friendly ones. The accounting firm workflow is instructive not because PDF extraction is novel but because it combines Outlook triggers, Claude for structured parsing, Google Sheets output, and a classification branch — all in a single n8n workflow that a practitioner built for a paying client. That specificity matters. The multi-agent incident response platform built entirely on n8n — monitoring systems, analyzing CI/CD pipelines, responding to failures without human intervention — establishes the upper bound of what the tool can carry. Practitioners building at the lower end now have a ceiling to grow into, and the ceiling is already in production.
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