claude-seat-adoption-signal.html
You bought AI seats for the whole team. A few champions run them daily. The rest sit dark behind a login nobody opens. So you shop for a better model instead. The top models tied this week, so no switch fixes a closed tool. The lever is not the model. It is adoption times focus.
Read time: about 5 minutes. First step runnable Monday morning.
Pull your paid AI seats against weekly-active users, and name every dark seat.
You cannot cut or activate a seat you have never counted. One list turns an invisible line item into a Monday decision. Each dark seat is a cost to cut or a person to activate.
Start here: export seat count and weekly-active users for your main AI tool. List every seat that went dark this week. Tag each one cut or activate, never ignore.
Ignore this week: running another model bake-off. The top models tied, so the switch is a tax, not an upgrade.