LLM

Research

The Hidden Cost of Hallucinations in Enterprise Document Q&A

"Our system is 95% accurate." In most software contexts, 95% accuracy is excellent. In enterprise document Q&A for regulated industries, 95% accuracy means 1 in 20 answers is wrong — and someone is making a decision based on it. What Hallucinations Actually Cost The naive view of

Engineering

Why Most RAG Implementations Fail in Production

Retrieval-Augmented Generation works beautifully in demos. You chunk documents, embed them, store in a vector database, retrieve the top-k, feed to an LLM. The prototype impresses everyone. Then you hit production. And everything breaks. After building RAG systems for 8 enterprise clients — including a government regulator, two legal firms, and