HomeServicesManaged IT ServicesClaude DeploymentInsightsAnswersAboutContact
AI & Copilot

How do we measure Microsoft 365 Copilot adoption and value?

Short answer

Measure Copilot at three levels: usage, from the Microsoft 365 admin center Copilot usage report and the Copilot Dashboard in Viva Insights; experience, from short user surveys on time saved and quality; and business outcomes, from a few task baselines you set before rollout, such as proposal turnaround or meeting follow-up time. Review monthly and reassign unused licenses.

Key facts

  • The Microsoft 365 admin center shows Copilot usage by user and app, including enabled and active users.
  • The Copilot Dashboard in Viva Insights adds adoption and impact views for Copilot customers.
  • Self-reported time savings are useful but should be paired with task-level measures.
  • A baseline taken before the pilot is what makes later value claims credible.
  • Low usage often signals missing scenarios or training, not a bad tool.

Decide what value means before you measure

Copilot value is not one number. For a sales team it may be faster proposals; for finance, quicker month-end commentary; for executives, less time on email and meeting follow-up. Pick two or three outcomes per role before the pilot starts, and agree how you will know they improved.

Without that, measurement collapses into license counts and anecdotes. With it, you can decide where to expand, where to train more, and where Copilot is not worth the license.

Level 1: Usage data

The Microsoft 365 admin center includes a Copilot usage report showing enabled users, active users and activity by app, such as Teams, Outlook, Word, Excel and PowerPoint. It answers the basic question: are licensed people actually using it, and where.

The Copilot Dashboard in Viva Insights gives broader views of readiness, adoption and estimated impact for organizations with Copilot, with more detail where Viva Insights licensing is in place. Privacy settings and minimum group sizes apply, so results are aggregated rather than individual.

  • Active users as a share of licensed users, by department.
  • Which apps people use Copilot in most.
  • Users with a license and little or no activity.
  • Trends over time after training or new scenarios.

Level 2: User experience

Short surveys fill the gaps usage data cannot. Ask pilot users at the start and every few weeks how often they use Copilot, for which tasks, how much time they think it saves per week, and how often they need to correct its output. Keep surveys to five questions or fewer so people answer them.

Collect real examples. A list of prompts that worked well, by role, is useful for measurement and becomes training material for the next wave.

Level 3: Business outcomes

Pick a few repeatable tasks and measure them before and after. Good candidates have a clear start and end and happen often.

RoleExample task measureWhere the data comes from
SalesTime from meeting to proposal draftCRM or user log
Customer serviceTime to draft a response to a complex caseTicketing system
FinanceTime to produce monthly variance commentaryTeam tracking
Project managementTime to publish meeting notes and actionsTeams and Planner
HRTime to draft a job description or policyUser log

Turn measures into decisions

Review the three levels monthly during the pilot and quarterly afterward. Where usage is low, check whether users had relevant scenarios and training before concluding Copilot does not fit. Where usage and outcomes are strong, expand to similar roles. Reassign licenses that stay unused after support.

Report value in plain terms: hours saved on named tasks, quality feedback and adoption by department. Avoid converting self-reported minutes into large financial claims; leadership trusts conservative, specific results more.

How Accred Consulting approaches it

Accred Consulting builds measurement into Copilot pilots and rollouts. Discovery agrees business goals, roles and task baselines, and the proposal sets scope, fixed price and timeline. The US-based specialists assigned to your engagement configure Copilot usage reporting, help set up the Copilot Dashboard where available, run baseline and follow-up surveys, and review results with you to guide training, expansion and license reassignment. Handover includes documentation, report templates and knowledge transfer, with optional support retainers.

Track record: 475+ client projects, 2,000+ migration workstreams and 210,000+ users migrated by a US-based team. Company facts · Case studies

Related questions

There is no universal benchmark worth relying on. Track active users against licensed users by department over time, and compare departments that received role-based training with those that did not. Steady growth and clear task wins matter more than a single target.
Usage reports show activity levels, not prompt content. Prompts and responses can be subject to Purview audit, retention and eDiscovery depending on configuration and licensing. Any review of content should follow your privacy policy, legal advice and employee notices.
Usually six to eight weeks of a well-supported pilot gives enough data to decide on expansion. Habits take time to form, so early weeks often understate value.
You can, but do it carefully. Self-reported time savings are estimates, and saved time does not always become extra output. Present conservative figures alongside task measures and examples rather than a single return figure.

Want this scoped for your environment?

Book a free consultation. After discovery you get a written plan with scope, a fixed price and a timeline.

Book a free consultation