The label stopped being a differentiator
When every vendor claims AI, the claim carries no information. The only useful question left is which specific features you would use on a Tuesday afternoon, and what each one needs from you before it earns its place.
That matters more than usual here, because AI features fail in a particular way. They rarely break. They quietly produce output that is plausible, unremarkable and ignored: a score nobody sorts by, a draft everybody rewrites, a transcript nobody opens, a forecast the sales manager overrides with a gut number before the meeting. Nothing errors. Nothing improves either.
So the checklist below is organised around two questions per feature. What does it actually change about how the day runs, and what does it need before it starts working? The second question is the one demos never answer, because in a demo the account is full of two years of beautifully maintained data.
