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, and the published research below explains why it matters.
How it works together
Information Architecture, evidence, and human judgment
The approach joins three things. Information Architecture makes knowledge findable and reliable. Evidence explains why a document needs attention. Human judgment decides what happens next. Together they let an organization adopt AI assistance while accountability stays with its people.
The five outcomes
What this delivers, in depth
- What it addresses
- Outdated, duplicate, unsupported, and hard-to-find information creates friction, and leaders lack a baseline for where it concentrates.
- How Kraft Consulting approaches it
- Kraft Consulting reviews how information is organized, owned, and retrieved, then identifies where it creates business friction.
- What this means for you
- You gain a prioritized picture of where risk and cost concentrate.
- Business result
- Evidence-based decisions on where to invest first.
Outcome 2. Improve Structure and Findability
Related research: Information Architecture as the Control Layer for Enterprise RAG- What it addresses
- Even information the organization owns stays unfindable when metadata is inconsistent and search fails.
- How Kraft Consulting approaches it
- Kraft Consulting establishes clearer organization, metadata, ownership, and retrieval paths, with faceted discovery built around real tasks.
- What this means for you
- People reach the right information in fewer steps.
- Business result
- Less time lost to search and less duplicate effort.
- What it addresses
- Teams often cannot tell why a document needs attention, so risk stays invisible until it causes harm.
- How Kraft Consulting approaches it
- Kraft Consulting shows why information needs attention and provides the evidence a person needs for review.
- What this means for you
- You see the reasons behind a recommendation, not just a verdict.
- Business result
- Defensible, auditable decisions and confidence in the process.
- What it addresses
- Automated systems can make opaque changes, which raises compliance and security risk.
- How Kraft Consulting approaches it
- Approval, rejection, and escalation stay with an authorized Information Architect or customer representative.
- What this means for you
- Nothing changes without an authorized human decision.
- Business result
- Safe adoption of AI assistance and audit-ready governance.
- What it addresses
- Unmanaged documentation loses value over time, and knowledge stops compounding across teams.
- How Kraft Consulting approaches it
- Kraft Consulting supports the move to approved, searchable, reusable, and evergreen knowledge assets.
- What this means for you
- Knowledge holds its value across teams, tools, and the systems that come next.
- Business result
- Reusable assets, faster onboarding, and stronger AI readiness.
The core principle
The core principle
AI identifies and recommends.
Evidence explains the concern.
An authorized human makes the decision.
Supporting concepts
The ideas behind the outcomes
Metadata governance
Consistent, well-owned metadata keeps content findable and retrieval reliable across every tool.
Faceted discovery
Multiple structured paths to the same content let people find it the way they think about it.
Lifecycle governance
Ownership, review cadence, and retirement rules keep knowledge current and trustworthy.
IA before RAG
AI retrieval is only as trustworthy as the information beneath it, so structure and governance come first.
Evergreen knowledge assets
Content that stays current, reviewed, and reusable holds its value long after launch.
Evidence-supported human review
Every recommendation carries the evidence a person needs to approve, reject, or escalate it.
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.