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Automation

Everything on this site involving Automation — projects, articles, research and tools.

Automation Lab

Automation That Survives Monday Morning

Most business automations break quietly within a month. Idempotency, error handling and observability are what separate a demo from a system.

IntermediateDifficulty: Intermediate2 min readPython · n8n · Power Automate
Business Systems

AI Invoice Processing System

An invoice pipeline that extracts structured data, scores its own confidence per field, and routes anything uncertain to a person — because 95% accuracy on invoices is a finance problem.

IntermediateDifficulty: Intermediate~14h buildPython · Claude API · PostgreSQL
Code
Business & ROIFree

Automation ROI Calculator

Model time saved, error reduction, build cost and ongoing maintenance to get a payback period you can defend.

1,110 runs