Pillar 03

Intelligence

How is expertise structured?

AI systems analysed
  • ChatGPT
  • Microsoft Copilot
  • Google Gemini
  • Perplexity
+ Emerging AI systems

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.

The platform

Govern what AI represents, from one platform.

Overview

12 May – 12 Jun 2026⌄Export →
Governed sources128↑ +12owned, verified, attributed
Verified provenance68%↑ +9 ptsanswers traced to an owned source
Source owners assigned41↑ +6accountable for what AI says
Representation score74↑ +3vs previous cycle
Provenance and ownership over timei
GovernedVerified provenanceOwned answersFindings open
Sources by statusi
  • Verified74
  • Owner assigned41
  • Unverified22
  • Under review12
  • Retired8
Who owns what →
9:41
Destination
SydneyNew South Wales, Australia
OverviewInsightsSourcesEntities
Governed answer
VerifiedOwner: Visitor Services
  • Accuracy81
  • Trust68
  • Provenance55
  • Completeness77
View full insights →
Governance by designBuilt for transparency, accountability and control
Provenance you can trustEvery answer traceable to a verified, owned source
Connected intelligenceMeasured across the assistants travellers actually use

Figures shown are for illustration, not a live account.

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.