Treasurer pilot reports perceived savings while documenting incomplete comparisons and specialist-task errors

Discuss document-heavy work with division leaders, finance, IT and frontline staff. Ask where review time goes, how completeness is assessed, and whether employees can safely supply the needed documents. A bounded engagement could compare one recurring drafting or audit-comparison task with its existing process. The value hypothesis is less total effort at an acceptable quality level, including verification. Reported savings justify testing but do not substantiate guaranteed productivity or staffing reductions. Qualify training capacity and data access before proposing licenses. Treat specialist coding, legal and mathematical work as separate evaluation scopes rather than extending favorable drafting feedback to every division.

Fit is assisted knowledge work under established human approval. Use approved enterprise access, explicit document boundaries and auditable source comparisons. Prerequisites include representative source pairs, expert reference answers and input-classification rules. The report's incomplete-comparison examples make omission detection especially relevant: check missing differences, not just whether identified differences are correct. Validate code in existing review and test pipelines and route legal conclusions to qualified staff. Proposed proof of value should measure task time plus review time, omissions and correction effort against unaided work. Deployment architecture and model versions require local verification; the study does not establish a secure agent or production integration pattern.

Select a small workflow cohort, document the prior process and provide short guided exercises with approved inputs. The division manager owns quality and continuation decisions; IT operates access; a training lead supports hesitant users. Dependencies include protected learning time and expert review capacity. Record why staff abandon the tool, not just successful examples.

Proposed acceptance criteria

compare total task effort and completeness against baseline, account for correction work, and resolve all identified prohibited-input paths before expansion. Run a governance checkpoint after onboarding and after material model changes. Risks include volunteer selection, self-report inflation and shifting effort from drafting into difficult verification.