What is software shelfware?

Shelfware is software that was purchased but is never opened at all, the licenses sitting completely idle. It is the easiest form of software waste to spot and typically the first thing cleaned up in a cost review. The harder problem is underutilized licenses: seats that do get opened and therefore look active, but see far less real work than their cost implies.

How can you tell if a checked-out license is actually being used?

Checkout data alone cannot answer this. A license shows as "in use" from the moment an application opens until it closes, regardless of how much of that window involved real work. Only activity-level metering, which tracks actual interaction with the application, can distinguish a nine-hour checkout with three hours of real use from a license that is genuinely busy all day.

Why do AI add-ons often go over budget in the first year?

Most organizations buy AI seat licenses for their entire user base upfront, while actual adoption climbs gradually, often reaching only 15 to 35 percent in year one. Combined with consumption-based pricing that bills by token or credit and moves daily, the gap between what is licensed and what is used, and between what is budgeted and what is billed, is where AI spend overruns come from.

How does usage data change a software renewal negotiation?

Without your own consumption data, a renewal is negotiated on the vendor's terms, since they hold the only detailed record of how the product was actually used. Usage data lets you walk in with your own evidence of what was really consumed, so you can right-size entitlement instead of renewing the prior baseline plus a standard uplift, which compounds the overage every year.