AI adoption: 94%. That's the detail on the slide. But ask what the AI model returned in true business value, and most rooms go quiet.

Few say the tool didn't work. Fewer can say what it was worth.

A tool gets bought. Training rolls out. Usage gets reported. Rarely does anyone define, up front, what the investment should return — in hours, in dollars, by when. So when someone finally asks, there's often nothing to measure against.

Fixing that means going role by role, task by task: what's automatable, what's augmentable, what still needs a person. Slow work. Not many volunteer for it. But it's usually the only thing that turns "the team's using it" into a number that survives a board meeting.

A lot of AI budgets are sitting in exactly this state — real usage, no defensible return.

That's the gap Bonacord closes. We map what actually changes in a role once AI enters it, and turn that into a number leadership can stand behind — in days, not months.

Skip the usage story. Bring the number instead.