Tag
#llm
5 articles
-
Building an AI That Understands Financial Statements
Understanding a financial statement is not reading its words. It means normalising the data, respecting the accounting identities, and cross-checking every number against the other statements.
Read article -
Can AI Actually Read a Balance Sheet? Where LLMs Break on Financial Statements
Language models are strong at prose and weak at accounting. Here is exactly where they break on real filings, and what makes machine reading of statements reliable.
Read article -
GPT vs Claude vs Gemini on Company Filings: Why Model Benchmarks Mislead in Finance
Public LLM leaderboards rank general reasoning, not filing work. In finance the gap that decides quality lives in data handling, not raw model IQ.
Read article -
Why ChatGPT Hallucinates Financial Numbers, and How to Catch It
General chatbots predict plausible text, they do not look up facts, so they invent revenue and profit numbers. Here is why, and how to catch it.
Read article -
Why RAG Alone Fails for Equity Research
Retrieval-augmented generation reads filings like prose. Equity research lives in tables, footnotes and vintages, where one wrong digit is a wrong answer.
Read article