Christopher SchmidtEnterprise technology leadership
The Data and AI Readiness Framework / DARF

What can this AI capability
be trusted to do?

Separate the trustworthiness of an answer from the authority and controls required to act on it. Then use the evidence to make a bounded operating decision.

01 / SEMANTIC27 capabilities

Semantic
Readiness

Can you trust the answer?

  • Semantic Integrity
  • Context Stability
  • Analytical Explainability
  • AI Readiness & Interoperability
02 / OPERATIONAL26 capabilities

Operational
Readiness

Can you trust the system to act on it?

  • State
  • Policy
  • Execution
  • Audit

The published framework has two pillars, eight layers, and 53 capabilities. The capability definitions and scoring semantics remain canonical in the existing library.

Open the capability library
From framework to decision

Evidence that changes
what happens next.

Unknown evidence is not zero and it is not a demonstrated failure. Maturity, target attainment, evidence coverage, and deployment authority remain distinct. No overall score should mask a mandatory failure.

Pillars are not reporting profiles.
The kit’s Semantic, AI, and Context profiles are reporting views of the existing capabilities. They are not three framework pillars.
Try the worked decision
  1. 01Define the boundary
  2. 02Agree requirements and targets
  3. 03Collect evidence
  4. 04Assess findings
  5. 05Review gates and assign actions
  6. 06Record and revisit the human decision
Research in development / Not a published pillar

Enterprise Adoption &
Transformation Readiness

Can the organization turn trusted AI capabilities into sustained business value?

A proposed extension is being evaluated. It does not change the published two-pillar framework, add scored capabilities, or create a new canonical release.

Public methodology / Reusable paid artifacts

A practical assessment
you can work through.

The current purchaser package is workbook edition 1.2 and Executive Field Guide version 1.1. The reusable artifacts support evidence-backed assessment without providing certification or automatic deployment approval.

View the assessment kit Product details
Christopher Schmidt / DARF

Data and AI
Readiness
Executive
Assessment Kit

Define the use. Examine the evidence.
Record the decision and its owner.

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