UT Austin values reported Copilot time gains without establishing budget savings

Ask the CIO, finance controller and administrative managers which queues are delayed and whether the objective is capacity, service quality or expenditure reduction. A bounded engagement could evaluate drafting and summarization in one office. The credible hypothesis is more completed work within existing hours, subject to quality checks. Ask whether user reports include correction time and whose wage is used to value it. This case supports a discovery conversation about measurement; it does not support promising its dollar figure, a reduction in headcount or a current opportunity at UT Austin.

Build a comparison using representative, sanitized office tasks in the intended tenant. Confirm document access, application compatibility and reviewer availability before selecting features. Log completion time with review included, score factual and policy errors, and compare with the existing process under similar task complexity. Test permission boundaries and prohibited inputs. Keep approval of contracts or personnel actions with authorized staff. Cloud productivity integration may fit the pilot, but local or hybrid alternatives require a separate data and cost assessment. This source provides no evidence that generated output is accurate or secure.

Have the office manager own the pilot with finance validating the valuation method and IT operating licenses. Train staff in source checking and accessible workflows, establish a baseline, then review both enthusiastic and reluctant users' experience. Require privacy approval before sensitive inputs and a renewal decision after evaluation.

Proposed acceptance

a documented net-time comparison, no deterioration in the office's agreed quality measure, and a named use for recovered capacity. Track support costs and correction work. Risks include selective reporting, inflated wage assumptions and saved time that does not improve service.