Make AI Make Sense

What a clean handoff looks like after a small AI pilot

Why the useful parts of a pilot are the scorecard, runbooks, and owner notes left behind.

5 minHandoff quality

Why pilots often fail at handoff

Many pilots create a moment of excitement without leaving operating materials behind. When the person who built the pilot steps away, the team is left with a black box instead of a working practice.

What the scorecard should show

A scorecard should show the baseline, the measured result, the timeframe, and what counts as continue, revise, or stop. Claims without that structure do not help leadership decide.

What runbooks should include

  • When to use the workflow
  • What exceptions require escalation
  • Who owns updates and review
  • How to interpret the scorecard

What the workflow owner needs

The owner needs more than a demo. They need ownership notes, reviewer expectations, a clear escalation path, and documentation that makes the next step feel controlled.

How Embed reduces drift

Embed turns the approved workflow into a repeatable operating practice. It ties training to the actual process, leaves role-specific materials behind, and makes ownership explicit.

Make the change usable

If the real challenge is adoption, handoff, or ownership clarity, start a conversation and we can sort through the next move.