Here is a number that surprises a lot of people: only about 20% of enterprise data is structured. The other 80% — emails, PDFs, images, videos, call transcripts, social media posts, scanned contracts — is unstructured.

Most people have heard the term "big data" tossed around in meetings for years. Fewer people could actually tell you what makes data "big" in a way that matters for an AI project.

When a technology program starts showing signs of trouble, the instinct is to act fast. But speed without structure often makes things worse—more meetings, more pressure, more resources thrown at a problem nobody has actually diagnosed yet.

Most project delays do not happen because a team failed to do their job. They often happen because that team delivered exactly what they were asked to—and then discovered, too late, that something else they depended on was not ready.