The admin centre ships with dozens of usage charts, and most rollout post-mortems reveal the same irony: the dashboard was green while the organisation quietly kept working elsewhere. Metrics only help if they measure behaviour you care about, not activity that is cheap to produce.
The Four Numbers That Matter
- Weekly active share — licensed users who did something meaningful in the last seven days. Meaningful excludes mere sign-in; count messages, meetings, or file edits.
- Channel versus chat ratio — a rising share of channel activity means knowledge is landing in shared rooms instead of private threads. This is the single best proxy for organisational memory.
- Meeting follow-through — sample weekly: what share of recurring meetings produced a written outcome in a channel within a day? Low numbers mean meetings still carry the organisation's memory in people's heads.
- External-boundary events — guest additions and external shares per month, trended. Not an adoption metric, but the one number that turns adoption into risk if ignored.
The Vanity Shelf
Some numbers feel important and decide nothing: total messages sent (a noisy team inflates it), sign-in counts (people sign in to check presence), app-install counts (installs are curiosity, not usage), and raw meeting hours (long meetings are not healthy meetings). Report them nowhere; each one invites behaviour optimised for the chart.
Segment before you judge
A company-wide average hides everything. Split by department and by tenure: field staff, contact centres and executives adopt differently and for different reasons. A rollout that looks 70 percent complete is often 95 percent complete in three departments and 20 percent in the one that matters most to the business case.
Building the Monthly Review
- Export the four numbers plus segments into one page; trends over twelve months, not snapshots.
- Pair every dip with a hypothesis from a human: ask two champions what changed before writing the analysis.
- Choose at most one intervention per month — training burst, template refresh, champion push — so you can attribute effect.
- Publish the page to the organisation. Transparency about adoption signals that the tool serves people, not surveillance.
When Good Numbers Hide Bad Practice
High activity can coexist with chaos: duplicated teams, decisions in private chats, files in personal folders. Once a quarter, complement the dashboard with a hygiene audit — ownerless teams, channel counts per team, external link inventory. Adoption tells you whether people use the platform; hygiene tells you whether the platform still serves them.
Metrics close the measurement loop. The next chapter returns to the human layer: the etiquette and norms that keep channels readable as the organisation grows.
