AI & Automation
What is Machine Learning?
Machine learning is a branch of artificial intelligence in which systems learn from data to improve their performance on a task over time, without being explicitly programmed for each scenario.
Explanation
In accounting automation, machine learning powers the ability to handle document variety without manual template setup. A rules-based system requires a human to define exactly where to find the invoice total on every supplier's PDF. A machine learning system figures it out automatically by learning from examples. This matters enormously in practice: accounting teams process documents from dozens or hundreds of different vendors, each with a different layout. Machine learning models trained on large datasets of financial documents can extract the right fields from a new supplier's invoice on the first attempt. Machine learning is also used for anomaly detection (flagging unusual transactions), duplicate invoice detection, and GL coding suggestions — all of which reduce the manual review burden on accounting teams.
How Rima relates
Rima's Blueprints use machine learning to handle documents across varied formats without requiring manual template configuration for each new supplier or document type.
Learn about AI accounting automationRelated Terms
AI Document Processing
Using artificial intelligence to automatically extract, classify, and process data from documents.
OCR (Optical Character Recognition)
Technology that converts scanned documents and images into machine-readable text.
Intelligent Automation
The combination of AI and process automation to handle complex, judgment-intensive tasks.
See it in action
Rima automates the manual document workflows accounting teams spend hours on every week.