Division II survey provides an adoption baseline and implementation constraints

Use the historical survey to ask about implementation capacity, not to forecast a school's buying intent. Engage an athletics director, communications staff, IT and finance. Ask who supports current tools, which outputs require correction, and whether an approved use inventory exists. A bounded readiness assessment plus one communications-workflow pilot could test whether assistance reduces rework. The value hypothesis is a sustainable service within available staff capacity. Do not translate reported adoption or perceived barriers into guaranteed savings, current market share or demand at a named institution.

Fit is an existing, supportable workflow using approved institutional services. Inventory identity controls, publishing interfaces and data access; keep draft generation distinct from public posting. Prerequisites are representative content, baseline quality criteria and named support staff. A proof of value should measure total effort including corrections and support, with source checks for every externally visible factual statement. Test blocked uploads of disallowed information and rollback behavior. No survey result selects a cloud, on-premises or hybrid design, and no model accuracy benchmark is provided.

An athletics operations lead should own scope and adoption, with communications and IT supplying editorial and technical skills. Establish a baseline, pilot one task, train staff with realistic errors and document escalation. Dependencies include protected staff time and access to approved tools. Review scope at launch and after a fixed pilot period. Proposed acceptance criteria include correct completion of critical review tasks, a named primary and backup owner, and measured total effort without reduced output quality. Resistance or support burden should trigger redesign, not pressure to increase usage.