The bottleneck was never the clicking, it was the reading and deciding

Rule-based automation could only follow the steps you were able to write down in advance, so anything that arrived as a PDF, an email thread or a half-filled form still landed on somebody's desk. Models move that line: they can read the invoice, decide which of your categories it belongs to, and pass it on with a confidence score attached.

• Process mapping before anything gets automated
• Model-read intake for PDFs, email threads and scanned forms
• Confidence thresholds that route uncertain cases to a person
• Retries, audit trail and per-step accuracy monitoring