Pillar 03

Intelligence

How is expertise structured?

Why it matters

How is expertise structured?

Knowledge an assistant cannot parse is knowledge it will not use. Most travel information exists as prose on a page, a PDF of opening hours, a spreadsheet nobody exports, a booking system with no readable surface.

Structure is what turns a paragraph a human can read into a fact a machine can answer with. It is also what makes accuracy maintainable, because a structured fact has one place to change and a paragraph has many.

What to identify

Where to look first

  • What currently exists only as prose, PDF or image.
  • Which facts are duplicated across systems and drift apart.
  • The shape of the questions being asked, and whether your information answers them.
  • What would have to be true for an answer to be assembled correctly.

Assessment

Four questions worth answering honestly

  • Could a machine extract your opening hours without reading a sentence?
  • Is the same fact stored in more than one place, with no agreement between them?
  • Do you know which questions your information cannot currently answer?
  • Is accessibility information structured, or buried in a document?

Maturity

Where organisations usually sit

  1. Unstructured. Everything is prose, PDFs and screenshots.
  2. Partial. Some structured data exists, mostly by accident of a system.
  3. Deliberate. Key facts are structured, though coverage has gaps.
  4. Comprehensive. Structure follows the questions travellers actually ask.
  5. Maintained. Structure is governed, versioned and kept current by design.

Find out where you stand

Most engagements begin with a baseline across all six pillars, and a view of which one is holding the others back.