Readiness · Risk mapping · First use case
What does an AI readiness assessment include?
An AI readiness assessment records what tools staff already use, which tasks carry consequence, where human review is missing, how ready managers are to sustain change, and which single use case is safe to run first. The output is a short written baseline with owners, gaps, and a recommended bounded pilot.
What gets examined
- Tools in actual use, including unofficial ones.
- Recurring tasks sorted by consequence if the output is wrong.
- Sensitive information paths and current handling practice.
- Existing review, approval, and escalation points.
- Manager readiness and workflow ownership.
- Records, logs, and who reads them.
- Training already delivered and what changed after it.
The readiness review
The review identifies the gap between policy, actual tool use, workflow, human review, escalation, and manager follow-through. That space is where risk accumulates quietly: an approved tool used for an unapproved task, a log with no reader, a review step that exists on paper only.
What you receive
- A written baseline of current conditions.
- A tiered task map: safe, review required, prohibited.
- A short list of gaps with a named owner for each.
- One recommended first use case and its guardrails.
- A measurement plan for the pilot.
Before buying more tools
Most organizations do not have a tool problem. They have an unassigned decision problem. The assessment settles boundaries, ownership, and review before more licenses enter the environment.
Questions buyers ask
Direct answers
- How do you assess workforce readiness for AI?
- By asking staff what they already do, not what the policy says. Readiness shows up in task confidence, review habits, and whether people know when to stop and escalate.
- How do you choose a safe first AI use case?
- Pick internal work with low consequence, no sensitive information, a clear owner, and a visible before and after measure.
- What is the difference between an AI pilot and an AI rollout?
- A pilot is bounded by scope, time, and a measure, and it can be stopped. A rollout assumes the boundaries and review paths are already settled.
- How do you move from an AI policy to a working process?
- Translate each policy line into a task rule, name a reviewer, set a review date, and train the people who hold the task.
Next step
Start with a readiness scan.
A readiness scan is a bounded first engagement. It produces a written baseline you can take to leadership and procurement.
Contact question: what audience and outcome does your initiative need to support?