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Technical Documentation: The Missing Pillar in Microsoft's AI Readiness Assessment

The assessment measures strategy, governance, data, and infrastructure, and never asks whether the product usage instructions are explicit enough for a machine to use

Scott Abel's avatar
Scott Abel
Aug 04, 2026
∙ Paid

I’ve spent a lot of time telling anyone who’ll listen that AI readiness is a documentation problem wearing an AI Halloween 🎃 costume. While I was researching how organizations measure AI readiness, I came across Microsoft’s AI Readiness Assessment.

It attempts to evaluate organizational preparedness across seven pillars. The strange thing is, technical documentation isn’t one of them. That sent me looking for where, exactly, technical documentation should fit into Microsoft’s model, and whether an organization can call itself AI-ready while the documentation feeding its answer engine isn’t.

What Microsoft Means By AI Readiness

Microsoft’s AI Readiness Assessment evaluates whether an organization has the strategy, governance, data, people, infrastructure, and model-management capabilities to adopt AI securely and at scale.

It’s built around seven pillars:

  1. Business Strategy

  2. AI Governance & Security

  3. Data Foundations

  4. AI Strategy & Experience

  5. Organization & Culture

  6. Infrastructure for AI

  7. Model Management

The assessment runs on multiple-choice / multiple-response questions. Completing it produces an overall score, category-level recommendations, and links to related guidance. Signed-in participants can export their results to a CSV file.


One of three questions in the “Business Strategy” section of the Microsoft AI Readiness Assessment.

This assessment approach seems like a reasonable way to size up organizational readiness. Companies looking to put AI to work need leadership support, real safeguards, usable data, decent infrastructure, and people who know WTF they’re doing.

But there’s a question hiding inside those seven pillars that Microsoft never asks directly:

What knowledge is the AI actually going to use when someone asks a question (and expects an accurate answer) about how our products work?

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