Metrics
Weekly active workflows, time saved on audited tasks, and rollback counts.
Visibility is a narrative problem
Managers do not need more charts—they need stories that connect work to customer outcomes. Rollout dashboards should answer: who adopted, where friction spiked, and which teams need help—not leaderboard shame.
Pair quantitative adoption with three qualitative “office hours” notes per week from embedded coaches. Numbers without context produce panic fixes.
What to show weekly vs monthly
Weekly: incident count, latency regressions, template usage. Monthly: cost per useful task, quality drift on frozen evals, retention of reviewers.
Never let a single metric own the narrative; composite indices reduce gaming and encourage balanced trade-offs.
Manager enablement kits
Give managers a one-page “talk track” for standups: how to celebrate good prompts, how to debrief a bad output without blaming individuals, when to escalate to security.
Include two anonymized wins and one anonymized miss from your org—local examples beat generic vendor cheerleading.
Sponsors on the hook
Executives should repeat the same three priorities in every forum; mixed signals stall adoption faster than model latency.
SignalSpring recommends public sponsor commitments (“I will use the workflow twice weekly”) to normalize experimentation.