JorgeosorioDev

FacturaClara helps small businesses in Colombia turn invoice photos into validated accounting data. Owners and accountants currently copy supplier names, tax IDs (NIT), dates, VAT and totals by hand into spreadsheets. This takes hours and creates errors that are only discovered at month end. With FacturaClara, the user takes a photo from a phone. SAM 3.1 segments and crops the document, Muse Spark extracts a fixed-schema JSON, deterministic code validates the Colombian NIT check digit and confirms that line items plus VAT equal the total, and the user reviews and corrects the invoice before saving it. An assistant then answers expense questions such as “How much did I spend on transport in October?” The model classifies the intent, but every figure is calculated with fixed SQL queries, so the assistant cannot invent numbers. The result is less manual typing, visible validation alerts, reliable expense totals, and CSV export for accounting workflows.