How Ramp automated receipt processing with fine-tuned LLMs | Modal Blog
Ramp uses Modal to fine-tune their LLMs and scale batch processing. With Modal, Ramp was able to accelerate development of their text-to-structured-JSON model for receipt management, driving down receipts requiring manual intervention by 34%.
Ramp is rebuilding the CFO suite. It combines corporate cards and expense management, vendor management and price intelligence, procurement, bill payments, and accounting integrations into a unified platform designed to save time and money with every click. Businesses use Ramp as their primary spend management solution to fully automate non-payroll spend and streamline their financial operations. Time consuming tasks for finance teams like uploading receipts, paying vendors, and tracking spend are managed seamlessly in Ramp’s user-friendly interface.
One of Ramp’s flagship products is its intelligent receipt submissions flow, which uses an LLM to transform OCR data to structured JSON.
