Testing Ling 3.0 Flash Fin’s API on Massive Spreadsheets and Real Financial Data

Building a custom Next.js terminal to benchmark a specialized financial AI against complex SEC disclosures and 5,000-formula workbooks

Sample finance app built around Ling-3.0-flash-Fin API. Image by Jim Clyde Monge

LLMs today are incredible for writing articles or generating code. But one area where I don’t see them get used often is finance. It’s just way too risky, I guess. A single hallucinated cell reference can cascade through an entire valuation sheet and destroy your discounted …