The documents, spreadsheets, and multi-step processes your team repeats every week, rebuilt as an n8n pipeline that runs itself — with logging and alerts, not a black box.
n8n is my primary build environment — the workflows below are patterns pulled from systems already running.
PDFs, contracts, and forms dropped into a folder come out the other side as verified rows in a spreadsheet — with field-level provenance so you can trust what the AI extracted.
Scrapers, CRMs, spreadsheets, and AI scoring steps chained into one pipeline, instead of someone copy-pasting between five tabs.
Checkpoint logging and error-workflow alerting on every build, so a broken step gets an email — not a week of missing data before anyone notices.
One of the systems this pattern comes from.