How Businesses Should Trial Seedance 2.5 Before Adopting an AI Video Workflow

The article argues that evaluating generative AI video tools should be treated as a measurable workflow decision, not a typical demo-and-pilot exercise. It recommends a three-week trial process for Seedance 2.5 designed to produce an adoption outcome that finance can accept and that legal teams can sign off on. It starts with “week zero,” defining the exact job the tool replaces or augments, including current costs, expected volumes, quality thresholds, and written pre-commitment for what counts as failure. In week one, it calls for constrained trials using real briefs from the prior quarter, with an operator, fixed time budgets, and tracking attempts to reach acceptable output, latency, and credit usage.