How Automatic Expense Categorization Works: Machine Learning & Heuristics
Categorizing business expenses by hand is one of the most tedious parts of bookkeeping. Automatic expense categorization combines computer vision, optical character recognition, and token-based entity matching to map raw receipt text into standard accounting categories.
The 3 Layers of Expense Classification
Merchant Dictionary
Identifies known corporate brands (e.g. AWS → Software & SaaS; Delta → Travel; Starbucks → Food & Dining).
Line-Item Token NLP
Scans itemized descriptions for keywords like 'toner', 'unleaded', 'prescription', or 'hotel night'.
Tax Code Mapping
Maps the final category to IRS Schedule C lines (e.g. Line 24b Meals 50%, Line 18 Office Expense).