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Enterprise AI discussions often begin with a convenient simplification: enterprise knowledge is treated as “unstructured text” that can be embedded, indexed, and queried with a conversational interface. This assumption makes…

The ability to “chat with documents” is increasingly presented as a solved problem in enterprise AI. Upload a PDF, ask a question, receive an answer. The experience feels intuitive and,…

The Illusion of a Solved Problem Over the past few years, “AI on documents” has become one of the most confidently oversold problem spaces in enterprise software. The promise is…

Most organizations today don’t suffer from a lack of data. They suffer from a lack of usable knowledge. Critical information lives inside contracts, reports, profiles, annexures, and historical records, which are…