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Introduction:
Most organizations assume that Microsoft Copilot Cowork—the company’s agentic AI workforce—operates purely on a pay-as-you-go (PAYG) model, requiring immediate Azure spend to get started. This assumption is dangerously wrong. Copilot Cowork runs on Copilot Credits, the same consumption-based currency that powers Copilot Studio, and many organizations already have tens of thousands of these credits sitting unused in their tenant—bundled with existing Copilot Studio licenses or even Dynamics 365 entitlements. Before you connect PAYG billing and watch your AI budget spiral out of control, you need to understand how to audit, allocate, and optimize these existing credits. This article breaks down the licensing nuances, provides step-by-step guides for credit management, and shows you how to configure billing policies that prioritize prepaid capacity over PAYG—potentially saving your organization thousands of dollars in unnecessary AI spend.
Learning Objectives:
- Objective 1: Understand the Copilot Credits consumption model and how it applies across Copilot Studio, Copilot Cowork, and Dynamics 365 AI features.
- Objective 2: Learn how to audit existing Copilot Credits in your tenant using the Power Platform admin center and Microsoft 365 admin center.
- Objective 3: Master the configuration of billing policies that prioritize prepaid Copilot Credits before falling back to PAYG, with group-specific controls for production vs. pilot environments.
- Understanding Copilot Credits: The Common Currency of Microsoft’s AI Ecosystem
Copilot Credits are the unified consumption unit across Microsoft’s AI agent ecosystem. Think of them as the “fuel” that powers every AI interaction—from a simple generative answer in a Copilot Studio agent to complex multi-step workflows executed by Copilot Cowork. When you purchase a Copilot Studio license, you receive a specific number of billed Copilot Credits pooled across your entire tenant. These credits are allocated monthly and do not carry over to the next month.
Critically, Copilot Studio credits are also bundled with specific Dynamics 365 licenses, meaning organizations with Dynamics 365 Sales, Customer Service, or Contact Center licenses may already have Copilot Credits available without having explicitly purchased Copilot Studio capacity. The Dynamics 365 Licensing Guide details which licenses include these entitlements under the “Copilot Credit Entitlements” section.
Step-by-Step Guide: Auditing Your Existing Copilot Credits
Before you enable any PAYG billing, you must first understand what credits you already have. Here’s how to perform a complete audit:
Step 1: Check Copilot Studio Capacity in Power Platform Admin Center
- Navigate to the Power Platform admin center.
2. In the left navigation pane, select Licensing.
3. Under Products, select Copilot Studio.
- Review the Environments tab, which provides details on Copilot Studio credit capacity consumed per environment, including the number of Copilot Credits deducted from prepaid capacity and units billed under PAYG plans.
Step 2: Check Microsoft 365 Copilot Credit Usage
- Go to the Microsoft 365 admin center.
- Navigate to Reports → Usage → Microsoft 365 Copilot → Credits.
- The overview shows total billed Copilot Credits for the selected time period.
- You can also view consumption for individual agents in Copilot Studio by opening an agent and going to Analytics → See billing.
Step 3: Identify Dynamics 365 License Entitlements
- Review your organization’s Dynamics 365 licenses in the Microsoft 365 admin center.
- Cross-reference with the Dynamics 365 Licensing Guide under the “Copilot Credit Entitlements” section to identify which licenses include bundled Copilot Studio credits.
- Note that each user receives a monthly allocation of Copilot Studio credits, which are not cumulative and reset each month.
PowerShell Command: Export Copilot Credit Usage Data
For larger tenants, you can use PowerShell to export usage data for offline analysis:
Connect to Microsoft Graph Connect-MgGraph -Scopes "Reports.Read.All" Get Copilot usage reports (requires appropriate permissions) $copilotUsage = Get-MgReportCopilotUsage -Period "D30" Export to CSV for analysis $copilotUsage | Export-Csv -Path "C:\Temp\CopilotCreditUsage.csv" -1oTypeInformation
- Configuring Billing Policies: Credits First, PAYG as Backup
One of the most overlooked features in Copilot Studio is the ability to configure billing policies that prioritize prepaid Copilot Credits before falling back to PAYG. This is a critical cost-control mechanism that many organizations miss entirely.
Step-by-Step Guide: Setting Up Credit-First Billing Policies
Step 1: Access Cost Management in Microsoft 365 Admin Center
- Go to the Microsoft 365 admin center.
2. Select Copilot from the navigation menu.
3. Choose Cost Management.
Step 2: Create a Spending Policy
1. Click Create policy.
- Name your policy (e.g., “Production Agents – Credits First”).
- Scope the policy to specific groups (e.g., pilot users vs. production users).
- Set a monthly per-user credit limit to prevent runaway consumption.
Step 3: Configure Credit Consumption Order
- In the billing policy settings, select Use Copilot Credits first as the consumption priority.
- Configure PAYG as backup—this ensures that once prepaid credits are exhausted, PAYG billing automatically kicks in without service disruption.
- Set alert thresholds at 50%, 75%, and 90% of credit consumption to receive proactive notifications.
Step 4: Apply Different Policies for Different Services and Groups
As noted by Ben Hosking (Dynamics/Power Platform Solution Architect at Kainos), you can have different billing policies for different services and different groups—for example, important production agents can have higher credit limits and stricter PAYG fallback rules compared to pilot or testing environments. This granularity is essential for enterprises running multiple AI workloads across different departments.
Step 5: Monitor Credit Consumption in Real-Time
1. Return to the Cost Management dashboard.
2. Review the Copilot Credits consumption section.
- Filter by environment, agent, or user to identify unusual usage patterns.
- Export consumption reports for finance and procurement teams.
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Optimizing Copilot Credit Consumption: Best Practices and Commands
The number of Copilot Credits an agent consumes depends on the agent’s design, how often customers interact with it, and the features they use. Credit usage is feature-based, meaning one execution can consume multiple meters depending on what the agent actually does—such as classic answer, generative answer, agent action, tenant graph grounding, agent flow actions, or AI tools. Understanding these consumption drivers is essential for optimization.
Step-by-Step Guide: Optimizing Agent Design to Minimize Credit Consumption
Step 1: Audit Agent Configurations
1. In Copilot Studio, open each agent.
- Review the Analytics tab to see which features are consuming the most credits.
- Identify agents with high generative answer usage—these typically consume more credits than rule-based classic answers.
Step 2: Optimize Knowledge Sources
- Limit the number of knowledge sources connected to each agent.
- Use tenant graph grounding judiciously—each graph grounding call consumes additional credits.
- Consider using classic (rule-based) topics for frequently asked questions instead of generative AI responses.
Step 3: Implement Throttling and Limits
- In Copilot Studio, configure session limits per user.
- Set daily or weekly caps on agent interactions.
- Use the Capacity settings to enforce tenant-wide consumption limits.
Step 4: Monitor and Adjust
1. Review credit consumption reports weekly.
- Adjust agent designs based on actual usage patterns.
- Archive or disable underperforming agents that consume excessive credits.
Windows Command: Monitor Copilot Studio Processes (If Running Locally)
While Copilot Studio is a cloud service, you can monitor local process activity if you’re running development tools:
Check for any Copilot-related processes tasklist | findstr /i "copilot" Monitor network activity to Copilot endpoints netstat -an | findstr "443" | findstr "copilot"
Linux Command: Curl to Test Copilot API Endpoint Availability
Test connectivity to Copilot Studio API endpoints
curl -I https://api.copilotstudio.microsoft.com/v1/health
Check response time and headers
curl -w "DNS: %{time_namelookup}s, Connect: %{time_connect}s, TTFB: %{time_starttransfer}s\n" \
-o /dev/null -s https://api.copilotstudio.microsoft.com/v1/health
4. Copilot Cowork Cost Management: Beyond the Basics
Copilot Cowork requires a paid Microsoft 365 Copilot user license (retailing at $30 USD per user per month for enterprise plans, or $20 for Microsoft 365 Copilot for Business). On top of that, Microsoft bills for Cowork on a usage-based basis, with charges determined by four inputs: model use, context retrieval, tool calls, and runtime.
Payment Options:
- Pay-as-you-go (PayGo): Priced at $0.01 per Copilot Credit.
- P3: Customers commit to a predefined usage volume in advance and receive a discounted rate.
Step-by-Step Guide: Setting Up Copilot Cowork Spending Controls
Step 1: Enable Copilot Cowork for Your Organization
- Ensure all users have the required Microsoft 365 Copilot license.
- In the Microsoft 365 admin center, navigate to Copilot → Cowork.
- Enable Cowork for specific groups or the entire organization.
Step 2: Configure Spending Limits
- In the Cost Management dashboard, create a spending policy scoped to your pilot group.
2. Set a monthly per-user credit limit.
- Configure alert thresholds to notify administrators when consumption reaches 50%, 75%, and 90% of the limit.
Step 3: Choose Model Selection Deliberately
Different AI models have different credit consumption rates. For routine tasks, consider using less expensive models. For complex reasoning, reserve high-performance models for critical workloads.
Step 4: Monitor and Adjust
- Review the Usage-Based Billing and Cost Management dashboard in the Microsoft 365 admin center.
2. Export monthly usage reports for finance review.
- Adjust per-user limits and group scopes based on actual consumption patterns.
5. Common Pitfalls and How to Avoid Them
Pitfall 1: Assuming All Copilot Credits Are the Same
Not all credits are created equal. Copilot Studio credits come in different “flavors”—some are bundled with licenses, others are purchased as prepaid capacity packs, and others are consumed via PAYG meters. Each type has different expiration rules, pooling behavior, and cost structures. Always check the specific type of credits you’re consuming.
Pitfall 2: Ignoring Dynamics 365 License Entitlements
Many organizations with Dynamics 365 Sales, Customer Service, or Contact Center licenses are unaware that these licenses include Copilot Studio credits. As Hamish Sheild (Microsoft MVP) noted, “Copilot Cowork and the Sales plugin works better for me personally than the in-built agents in Dynamics 365, so it’s nice to be able to reallocate those credits”. Check your Dynamics 365 licenses before purchasing additional capacity.
Pitfall 3: Not Allocating Credits to the Correct Environment
Credits must be allocated to the specific environment where your agents reside. As noted in the Dynamics 365 Sales licensing FAQs, “Allocate the credits to the Dynamics 365 Sales environment that your sales team uses, as there is no other way to prevent other agents in your tenant from using the capacity”.
Pitfall 4: Overlooking Monthly Reset
Copilot Studio credits are not cumulative and reset each month. If you don’t use them, you lose them. Plan your AI initiatives around monthly credit allocations to avoid waste.
Pitfall 5: Assuming PAYG Is the Only Option
As Shlomi Fanan (Cloud & Cyber Security Solutions expert) pointed out, “If I have Copilot Studio capacity provisioned, it’s already used and not just sitting there. It’s a step in the cost management setup so no one will miss it, it’s the default option selected”. While this is true for some organizations, the default option may not be optimal for all. Always review your billing configuration.
What Undercode Say:
- Key Takeaway 1: Most organizations have significant Copilot Credits sitting unused in their tenant—either from Copilot Studio licenses or Dynamics 365 entitlements—and these can be used for Copilot Cowork before any PAYG spend is incurred. The assumption that Cowork is “purely PAYG” is a costly misconception that leads to unnecessary Azure consumption.
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Key Takeaway 2: The ability to configure billing policies that prioritize prepaid credits over PAYG is a critical cost-control feature that many administrators overlook. By setting credit-first policies and group-specific limits, organizations can dramatically reduce their AI operational costs while maintaining service continuity.
Analysis: The licensing nuance around Copilot Credits represents a classic “unknown unknown” in enterprise IT—a cost optimization lever that exists but is not widely understood. Microsoft’s decision to unify consumption across Copilot Studio and Copilot Cowork is strategically sound (it encourages adoption of the entire ecosystem), but it creates complexity for finance and IT teams who must now track multiple credit sources, allocation rules, and expiration policies. The real challenge isn’t just identifying existing credits—it’s building the operational processes to monitor, allocate, and optimize them across different departments and use cases. Organizations that master this will gain a significant competitive advantage in AI adoption costs, while those that ignore it will bleed unnecessary budget on PAYG overages. The fact that Dynamics 365 licenses include Copilot Credits (often without organizations realizing it) adds another layer of complexity—and opportunity. As Josh Cook (Microsoft MVP) noted, “If you’re burning through 50k credits in days, you should be optimizing heavily”. The message is clear: audit first, optimize second, and only then consider PAYG as a fallback.
Prediction:
- +1 Organizations that proactively audit and optimize their Copilot Credit usage will achieve 40-60% lower AI operational costs compared to those who default to PAYG billing, creating a significant competitive advantage in 2026-2027.
- +1 The integration of Copilot Credits across Copilot Studio, Copilot Cowork, and Dynamics 365 will accelerate as Microsoft continues to unify its AI consumption model, making credit management a core competency for enterprise IT teams.
- -1 Organizations that fail to implement credit-first billing policies and group-specific spending limits will experience unexpected cost overruns, with some facing invoice shocks exceeding 300% of projected AI budgets within the first three months of Copilot Cowork adoption.
- -1 The complexity of tracking multiple credit sources (license-bundled, prepaid packs, PAYG meters) across different environments will create administrative overhead and potential compliance risks for organizations without dedicated FinOps or cloud cost management practices.
- +1 Third-party Copilot Credit management and optimization tools will emerge as a new SaaS category, helping organizations automate credit allocation, usage monitoring, and cost optimization across the Microsoft AI ecosystem.
- -1 The monthly reset of Copilot Studio credits will lead to “use-it-or-lose-it” behavior, potentially driving inefficient AI usage patterns as organizations scramble to consume credits before they expire.
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