Microsoft 365 Copilot
Generative AI inside Word, Excel, Outlook and Teams, grounded in the organization's own content and bounded by each user's existing permissions.
A member-owned financial cooperative, Canada. Administrative burden was consuming time that should have gone to members, and specialist expertise was concentrated in a small number of people who could not be everywhere.
Administrative burden was consuming time that should have gone to members, and specialist expertise was concentrated in a small number of people who could not be everywhere.
Expertise concentration is a quiet constraint in advisory businesses. A handful of people know the answer to the difficult questions, and the organization's capacity is bounded by their availability rather than by demand.
Microsoft 365 Copilot was adopted across the organization, with Copilot Studio used both for out-of-the-box capability and for custom agents that made internal expertise reachable by more staff.
Using agents to make internal expertise reachable is a more interesting application than document drafting, and a harder one. It depends on that expertise having been written down somewhere retrievable, which in most organizations it has not.
These are the figures exactly as reported in the source. Nothing has been rounded, extrapolated or restated.
Generative AI inside Word, Excel, Outlook and Teams, grounded in the organization's own content and bounded by each user's existing permissions.
Agents built over an organization's own knowledge and processes, published into Teams, a website or a phone line.
Any organization where the bottleneck is a small number of experts, rather than a small number of staff, has this pattern available to it.
Where it usually gets harder than expected: An agent over incomplete internal knowledge will answer confidently from whatever it has. The knowledge audit is the prerequisite, not the follow-up.
Most organizations are licensed for more than they have deployed. This step frequently reduces the engagement we were about to be paid for.
Copilot reaches whatever the user can reach. A decade of casual oversharing becomes visible on day one, and it is entirely avoidable if you look first.
The functions that will use it know where their week goes. Scenario selection done inside IT produces pilots that impress nobody.
Usage, then time and quality, then business KPIs. Anyone promising the third before the first exists is guessing.
If any of the above describes your organization, tell us where it hurts most. We will tell you what the same platforms could realistically do in your environment, what we would measure, and whether we think it is worth doing at all.
Describe the situation in your own words.