The technology is rarely the bottleneck. The bottleneck is the org — the process it displaces, the manager who is measured on the old thing, the team that quietly declines to adopt. We plan for that first.
Every large-scale AI rollout we have been asked to review post-launch had the same shape underneath the metrics. The tool worked. The training happened. The rollout email went out. Nine months later, adoption sat somewhere between six and twenty percent, concentrated in the enthusiasts, invisible in the P&L. The formal report said “change management challenge.” The honest read was that the rollout had never named which process the tool replaced, which incentive shifted with it, or which manager owned the new operating rhythm.
Adoption is a design problem. If you design for it before the pilot, you get it. If you design for it after the pilot has stalled, you get a slide about “lessons learned.”
What we produce
- Adoption model. A written model of who has to change what for the initiative to pay out — role by role, workflow by workflow. Includes the incentive that has to shift for each cohort, and the manager who owns making it shift. Vague adoption goals produce vague adoption; named ones don't.
- First-90-days operating rhythm. A written cadence for the first quarter of a rollout — what gets measured weekly, what gets escalated, what triggers a re-scope. Includes the two or three leading indicators that will tell you whether the initiative is on track before the lagging metric does.
- Workforce transition read. A candid read of which roles the initiative changes, which it eliminates, which it augments, and which it barely touches. Written to be handed to HR as an input to workforce planning. Silence on this question is the fastest way to lose the middle managers whose cooperation you need most.
- Communications architecture. The internal narrative — not the town-hall video, the actual sequence of who says what to whom in what order. Includes the one thing leadership must be willing to say out loud (usually about roles or measurement) that most rollouts try to avoid saying and then pay for later.
What we don't do
We don't run the rollout. We are not standing up the internal training program, and we are not the ones on the town-hall stage. We design the rollout, we set the operating rhythm, and we sit as an outside advisor to the executive sponsor for the first quarter if that helps. Anyone who tells you they can be both the strategist and the deployment team is trying to sell you an engagement that outlasts its value.
We also don't sanitize the workforce conversation. If the honest answer is that the initiative will change or reduce the shape of certain roles, we help you say so — clearly, once, at the beginning — instead of letting the ambiguity metastasize into a rumor mill that costs you the initiative and the retention.
“Logins per week” is not an adoption metric. It is a vanity metric that lets the initiative report green while the operating value is flat. Real adoption metrics tie to the workflow the tool changed — cycle time down, error rate down, revenue per rep up, hours saved deployed to X. If nobody is willing to name the metric before the rollout, the rollout has not been designed.
Engagement
Transformation engagements are typically project-shaped — a four-to-ten-week design phase, optionally followed by a light retainer for the first quarter of the rollout. Fee structures are fixed-fee for the design; retainers cover a fixed number of hours and a direct line for judgment calls during ramp.
Introductions happen by referral. If you were pointed here by someone we work with, mention their name when you write. If not, tell us plainly what's being rolled out, to whom, and what would look like success in ninety days. We reply within two business days.