New Zealand survey shows operational expansion while effectiveness remains self-reported

Discuss portfolio visibility with the state CIO, agency leaders, workforce representatives and budget owners. Ask how many listed uses actually operate, who benefits and what evidence justifies continuation. A bounded inventory validation and measurement engagement could help distinguish scaling candidates from unsupported experiments. The value hypothesis is better allocation of support and implementation effort. Do not translate overseas adoption growth into a customer's likely savings or maturity ranking. Identify which agencies can supply comparable records and whether a shared service would meet their differing responsibilities, access needs and funding arrangements.

Fit is portfolio instrumentation across copilots, developer tools and bounded agents, rather than a particular model deployment. Link each use case to its environment, data class, connectors, human authority, version and telemetry. Prerequisites include agreed lifecycle definitions and access to actual deployment records. Validate a sample against system configuration, test tenant boundaries, and rehearse service fallback. A proposed proof of value should compare one workflow's quality, effort and operating cost with its existing baseline. National survey findings provide no capacity specification; local latency, sovereignty, security and legacy-integration requirements remain decisive.

Start by reconciling agency inventories with operational owners and selecting a small evaluation cohort. A central portfolio lead maintains common definitions; agency service owners remain accountable for outcomes. Dependencies include analyst capacity, staff participation and approved handling of evaluation records. Train contributors to distinguish usage, sentiment and observed benefit.

Proposed acceptance criteria

each sampled operational use has a named owner, verified lifecycle status, baseline and scheduled continuation decision; unresolved sovereignty or accessibility failures have an approved disposition. Risks include respondent selection, inconsistent definitions and continued funding based on activity rather than public value.