The Illusion of Insight

Why "Deep Research" models collapse under the weight of their own vagueness, and why enterprise users need structured insight, not summaries.

We have seen a flood of "autonomous research agents" hitting the market. They all promise to "write a report on X." The problem is that "X" is usually ill-defined.

"Write a report on the future of AI" is a bad prompt. "Summarize the last 3 months of export control amendments in the Federal Register relating to Gallium" is a good prompt.

The value isn't in generating text. It's in the rigorous structuring of unstructured data. You don't need a chatbot; you need a query engine for reality.