YOUR OBJECTIVE COMES FIRST
Define the scope in its operating context.
Prepare people and workflows for responsible AI use.
Michigan’s economic development corporation lists mobility, advanced manufacturing, engineering, life sciences, technology and professional services among its core industries. This is economic context, not evidence of an agency requirement or a public-sector engagement. For a proposed initiative involving supplier engineering change intake, first identify the authorized process owner and the decision the initiative is meant to support. A private-sector operating example can inform questions, but it does not establish procurement eligibility, agency demand or suitability for a government deployment.
Michigan Economic Development Corporation: industry context ↗01Role-based learning tied to actual tasks
Distinguish general awareness from the skills needed by process owners, reviewers, technical administrators and managers. Use approved training examples that reflect the intended workflow. Explain what the system can establish, where uncertainty remains and how staff escalate a question. For a discussion about supplier engineering change intake, an approved discovery brief should identify affected item references, document revisions and approval history. Confirm which information may be used and where the business separates an incoming proposal from an authorized production change. These are questions to assess with the initiative owner, not an assertion that this workflow exists at a particular agency.
02A task-based training example
An authorized administrative example can make review responsibilities concrete. Consider the following work description only after the agency approves its relevance and data: Capture proposed item references, document revisions and requested actions from incoming messages. Compare approved mappings and route ambiguous details for review before a change reaches another application. Training should explain permitted inputs, correction and escalation, with qualified staff retaining the relevant judgment. Use an approved or appropriately synthetic exercise; do not place real restricted records in an unapproved tool.
03Readiness across a second handoff
A connected example can test whether staff understand incomplete evidence and process ownership: Extract customer and line-item details, then check units, product references and pricing rules. Preserve the source text beside discrepancies so staff can resolve them without rekeying the entire document. The authorized agency owner decides if this use is permitted. Procurement, security, records and accessibility reviewers identify their own required approvals before a pilot becomes an operating service.
04Adoption people can support
Prepare instructions, feedback channels and a clear operating owner. Measure completion and practical understanding, then examine review effort and recurring questions. Update training when the workflow changes instead of assuming an introductory session establishes continuing readiness.
