A textile manufacturer plans to replace its current demand-forecasting spreadsheet process with an AI-based forecasting platform. Finance has flagged that the new platform's consumption-based pricing model means costs will scale directly with how much forecasting volume the company runs, unlike the flat cost of the current manual process. Which consideration should the manufacturer factor into its transition plan as a result?

The stem hands over a specific structural change: moving from a flat-cost manual process to a platform where cost scales directly with forecasting volume. That shift means ongoing operating expense is no longer predictable the way it was under the spreadsheet process, so it has to be modeled against expected usage and budgeted for before the manufacturer commits, otherwise cost can spiral as forecasting volume grows across plants. Offering onboarding materials in multiple languages is a convenience for global staff that has no connection to what the platform will cost to run month over month. Integrating with a specific note-taking app employees happen to like is a personal workflow preference, not a factor that changes the financial risk Finance already flagged. A favorable review on a public software rating site is a reputational signal about the vendor, unrelated to how a consumption-based bill behaves as usage climbs. None of those three address the one thing Finance explicitly called out, the cost structure itself, which is exactly why they don't answer the question. As an operational check: whenever a new platform's pricing model differs in kind from what it replaces, forecast cost under realistic usage volumes before signing off, not just once the system is already running.