A Microsoft webinar to clarify two related challenges
During a Microsoft Community Learning webinar dedicated to AI adoption, Karuana Gatimu, Director of the SCALE Experience Group at Microsoft, exchanged with Amy Dolzine, Microsoft 365 Copilot Activation Leader at EY Americas and long-time Microsoft 365 MVP. Their AMA session (Ask Microsoft Anything) addressed a recurring question from IT directors and digital transformation leaders: how to prove that Microsoft 365 Copilot generates genuine productivity gains, and how to distribute Copilot Credits between teams without waste or frustration?
This question connects with a complementary webinar from the same cycle, specifically dedicated to understanding Copilot Cowork and managing Copilot Credits. The two angles — measuring value and managing consumption — are inseparable: without reliable indicators, credit allocation is based on impressions rather than usage data.
Context
This content is based on exchanges from the "Driving AI adoption" webinar cycle hosted by Microsoft Community Learning, with speakers from Microsoft and EY Americas.
Why measuring Copilot ROI remains complex
Individual productivity cannot be measured like a closed-ticket counter. The same Copilot usage — summarizing a meeting, drafting an email, generating an initial pivot table outline — produces highly variable time savings depending on the role, user maturity, and prompt quality.
Several recurring pitfalls emerge from experience feedback:
- Lack of baseline: without measuring time spent on a task before Copilot, it's impossible to quantify the gain afterward.
- Confusion between adoption and impact: a high activation rate says nothing about the value produced.
- Overly general metrics: the number of assigned licenses doesn't reflect actual usage.
- Data silos: Copilot usage signals, HR indicators, and business objectives live in different tools, rarely cross-referenced.
Building a three-level measurement framework
To move beyond an impressionistic approach, a three-level framework — adoption, usage, impact — enables connecting Microsoft data to business results.
| Level | Question asked | Data source |
|---|---|---|
| Adoption | How many licensed users have actually activated Copilot? | Microsoft 365 Copilot Dashboard |
| Usage | In which applications and for which scenarios is Copilot being used? | Microsoft 365 admin center usage reports, Viva Insights |
| Impact | Which business indicators (delivery time, volume processed, satisfaction) change after adoption? | Internal surveys, business KPIs, manager feedback |
The Microsoft 365 Copilot Dashboard remains the entry point for objectifying adoption and usage by department. It should be cross-referenced with qualitative surveys from pilot teams, as productivity gains linked to generative AI often translate into reduced cognitive load rather than measurable time savings.
Best practice
Define the baseline before any large-scale deployment: average time observed on targeted tasks, volume of requests, satisfaction level. Without this reference, any post-deployment measurement remains debatable.
Copilot Credits: understanding the consumption mechanism
Beyond the Microsoft 365 Copilot named license, Microsoft has introduced credit-based consumption models for occasional scenarios or agent-orchestrated ones, particularly with Copilot Cowork. This mechanism changes the governance logic: consumption is no longer fixed per user, it varies based on the volume and complexity of tasks entrusted to agents.
This implies new vigilance for administrators:
- Credits are consumed at the tenant level, not just by individual users.
- A team that heavily automates via agents can exhaust a credit budget faster than a team that uses Copilot only occasionally.
- Consumption tracking must be regular, not just at the end of the billing month.
Caution
Deploying Copilot Cowork without a credit policy defined beforehand exposes you to consumption spikes that are difficult to anticipate, particularly when multiple teams automate workflows in parallel.
Allocating credits by team: best practices
Effectively allocating Copilot Credits requires treating the subject as a standard IT resource — just like storage quota or computing capacity.
Map priority use cases
Identify the teams and scenarios where agent-based automation delivers the strongest business value before opening Copilot Cowork access to the entire organization.
Set indicative quotas by department
Distribute a credit envelope per pilot team, based on the volume of identified tasks during mapping, rather than equal distribution.
Track consumption over time
Implement regular credit consumption tracking points, alongside the adoption and usage indicators mentioned above.
Adjust based on measured value
Reallocate credits toward teams demonstrating verifiable business impact, and reduce access for uses that don't produce identifiable gains.
Common pitfalls to avoid
Experience feedback shared during the webinar converges on several frequent mistakes:
- Deploying before measuring: activating Copilot or Copilot Cowork at scale without a baseline makes any subsequent evaluation fragile.
- Treating credit allocation as a purely financial issue: it's also an adoption issue — a team short on credits loses confidence in the tool.
- Ignoring training: poorly mastered usage consumes credits without producing proportional value.
- Neglecting internal communication: users must understand why a quota exists, lest they perceive a "restricted" tool.
Resources for further learning
Microsoft provides a dedicated space for AI adoption at aka.ms/DriveAdoption, supplemented by the complete webinar Driving AI adoption with Microsoft. To dive deeper specifically into how credits work, the webinar Understanding Copilot Cowork and managing Copilot Credits details consumption mechanisms and available management levers on the Microsoft 365 administration side.
Key takeaways
- Measuring Copilot ROI relies on three complementary levels: adoption, usage, business impact.
- A baseline established before deployment conditions the reliability of any subsequent measurement.
- Copilot Credits, particularly for Copilot Cowork, are consumed at the tenant level and require active monitoring, not just initial allocation.
- Allocation by team should adjust over time based on demonstrated value rather than fixed distribution.
- Credit governance is as much an adoption issue as a budget control issue.
