YOUR OBJECTIVE COMES FIRST
Define the scope in its operating context.
Prepare people and workflows for responsible AI use.
New Hampshire identifies advanced manufacturing, technology and life sciences among its key industries. This is economic context, not evidence of an agency requirement or a public-sector engagement. For a proposed initiative involving product support and technical knowledge requests, 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.
NH Department of Business and Economic Affairs: Key Industries ↗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 product support and technical knowledge requests, an approved discovery brief should identify manual sections, device references and current support information. Confirm which information may be used and where technical specialists confirm which version applies before colleagues communicate an answer. 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: Retrieve answers from an approved document collection while preserving the manual, section and revision behind each response. Apply access rules before retrieval. Test questions that depend on an older product version, and make unsupported answers apparent to the person preparing a customer response. 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 proposed order numbers, part references and delivery details from incoming attachments. Compare them with approved supplier and item records. Keep ambiguous part matches and conflicting dates in a review queue rather than allowing a plausible extraction to become an accepted purchasing instruction. 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.
