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The AI-IA approach

A human-governed approach to trusted knowledge.

Kraft Consulting uses a human-governed AI and Information Architecture approach that identifies documentation risk, improves findability, and supports trusted knowledge decisions. Five outcomes describe what that delivers. The published research below explains why it matters.

The approach

What this delivers

Five outcomes, in the order they arrive.


  • Outcome 1. Diagnose Information Risk

    Identify where outdated, duplicate, unsupported, or difficult-to-find information creates business friction.


  • Outcome 2. Improve Structure and Findability

    Help organizations establish clearer organization, metadata, ownership, and retrieval paths.


  • Outcome 3. Surface Evidence

    Show why information requires attention and provide evidence for human review.


  • Outcome 4. Keep Humans in Control

    Place approval, rejection, and escalation decisions with an authorized Information Architect or customer representative.


  • Outcome 5. Build Trusted Knowledge

    Support the transition from unmanaged documentation to approved, searchable, and reusable knowledge assets.


The core principle

The core principle

AI identifies and recommends.

Evidence explains the concern.

An authorized human makes the decision.

Insight & research

The thinking behind the approach

A body of published research on the cost of information friction, the valuation gap it creates, and the role of Information Architecture in the age of AI.

Papers by Susan Kraft-Yorke. Property of Kraft Consulting.

Next step

Request a private briefing

A private briefing is a direct conversation about your documentation environment and the business outcome you want to achieve. Qualified discussions can continue under an NDA.