AI Readiness Assessment
The ceiling question: the highest responsibility AI can safely hold in a workflow today, decided on evidence — not ambition.
Get the Readiness Worksheet SampleThe readiness ceiling
Every workflow has a readiness ceiling — the highest level of AI responsibility it can safely support today, given its current data quality, process definition, governance maturity, and human oversight capacity.
Organizations that deploy AI above the ceiling encounter failures that damage trust, create liability, and set back their AI programs. Organizations that deploy below the ceiling leave value on the table. The readiness assessment finds the ceiling.
The ceiling is not a permanent limit. It rises as the organization improves its data, its processes, its governance, and its oversight capacity. The assessment also identifies the investments that raise the ceiling fastest.
Four readiness dimensions
Data quality and availability. Process definition and stability. Governance and accountability maturity. Human oversight capacity. Each dimension is assessed independently and combined into a ceiling statement.
The ceiling statement
The output of the assessment is a ceiling statement: a specific, evidence-based description of the highest AI responsibility this workflow can safely support today, and what would need to change to raise it.
Ceiling violations
A ceiling violation is when an AI system is deployed above the readiness ceiling. The assessment identifies existing ceiling violations and quantifies the risk they represent.
Ceiling-raising investments
The assessment identifies the specific investments — in data, process, governance, or oversight — that would raise the ceiling and enable higher AI responsibility.
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What the readiness assessment produces
A ceiling statement for each workflow assessed
"This workflow can safely support AI at the recommendation level. It cannot safely support AI at the approval or action level until data completeness reaches 95% and the exception-handling process is defined and tested."
A dimension-by-dimension evidence summary
Each of the four readiness dimensions is assessed with specific evidence — not opinions. The evidence summary is the artifact that makes the ceiling statement defensible to stakeholders, auditors, and regulators.
A prioritized ceiling-raising plan
The three to five investments that would raise the ceiling fastest, with estimated effort and the ceiling level they would enable. This is the input to the AI transformation roadmap.
Get the Readiness Worksheet Sample
A sample of the readiness worksheet from the Practitioner Library — the tool practitioners use to conduct the assessment and produce the ceiling statement.
Get the Worksheet Sample