Measure
A short survey to your managers and their teams, plus a review of whatever usage data you already have. Eight minutes for managers, two for employees.
A three-week diagnostic that tells you whether the manager layer is why adoption stalled, what specifically is blocking it, and what to do about it in the next 90 days.
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You bought the licenses. You ran the training. Usage plateaued, and someone above you has started asking what the investment is returning.
Most organizations track AI adoption as a single figure for the whole company. That figure conceals the variable that explains it. Adoption is decided locally, team by team, and almost nobody measures that layer separately.
A short survey to your managers and their teams, plus a review of whatever usage data you already have. Eight minutes for managers, two for employees.
Confidential 30-minute interviews with five or six managers, sampled deliberately across your highest and lowest adoption teams once the data shows us where those are.
A written report and a 90-minute readout.
An executive sponsor, a roster of managers and teams, whatever usage reporting you already run, and about eight minutes from each manager. If your usage data isn't clean, the diagnostic can work without it.
Fixed fee, depending on organization size, available data, and who fields the survey.
Organizations with eight or more people managers, where AI tools are deployed and usage has plateaued.
Organizations with fewer than eight managers, where there simply aren't enough teams for the pattern to mean anything and a focused working session will serve you better.
Anyone hoping to evaluate individual managers: results are reported in aggregate only, never below team-level thresholds. This is built to target support, not to score people.

Barbara Roos is the founder of Trailhead Communications, an advisory practice focused on the human side of AI adoption. The manager adoption diagnostic is built on findings from a 2026 listening tour across ten organizations about where AI adoption actually breaks down.
Thirty minutes to see whether this is a fit. If it isn't, I'll tell you and suggest what would serve you better.