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Readiness dimensions for an organizational AI rollout

AI readiness is not a single technology score. An organization is ready for a specific initiative when it can name the outcome, provide appropriate evidence, assign accountable owners, manage the risks, and support the people who will use the result. In Siesta AI, record the tenant owner and plan in Organization General, then make delivery ownership explicit across teams, Data, and production agents.

Review Five Dimensions

DimensionEvidence to collectWarning sign
Business valueDecision, delay, cost, quality, or risk the initiative should improveThe goal is simply “use AI”
DataApproved sources, owners, quality checks, and access boundariesThe team assumes every file can be indexed
DeliveryBusiness owner, admin owner, pilot users, and available testing timeOwnership ends after configuration
RiskError impact, approval needs, privacy constraints, and rollback pathA fluent answer is treated as proof
AdoptionTarget users, workflow fit, training, and feedback channelSuccess is measured only by launch

Readiness Questions

Before approving discovery, answer these questions:

  1. What decision or workflow should improve?
  2. Who is accountable for the business outcome?
  3. Which sources are authoritative, and who owns them?
  4. What could happen if the output is incomplete or wrong?
  5. Which actions must require confirmation?
  6. Who will test realistic cases before rollout?
  7. Which measurable signal will support a continue, adjust, or stop decision?

Classify the Starting Point

  • Ready for discovery: the problem and owner are clear, but feasibility still needs evidence.
  • Ready for a pilot: data, access, risk, and success criteria are defined for a limited group.
  • Ready for rollout: pilot evidence is accepted, controls are configured, support is owned, and a rollback path exists.
  • Not ready: the initiative lacks a real owner, approved sources, a testable outcome, or a safe operating boundary.

Do not use an average score to hide a critical gap. Missing ownership or uncontrolled access should stop the initiative even when other dimensions look strong.

Record the Decision

Capture the scope, owner, evidence, known constraints, risk level, next review date, and the decision: proceed, narrow, investigate, or stop. Before shaping opportunities, align stakeholders with Setting Realistic AI Expectations.