Microsoft Open-Source Copilot Analytics Tools

Purpose: Use Microsoft-authored open-source companion repositories from Analytics Hub to extend native Microsoft 365 Copilot readiness, usage, impact, and audit reporting. Applies to: Organizations needing deeper Copilot readiness analysis, adoption reporting, impact measurement, or enterprise-scale audit exports. Target audience: Copilot Program Managers, Governance Leads, Compliance Officers, Power BI Analysts, Security Operations.

Background: Analytics Hub as a Discovery Surface

Analytics Hub is a Microsoft-maintained umbrella repository that catalogs multiple open-source analytics tools for Copilot and AI adoption.

For the FSI Copilot Governance Framework, the directly relevant companion repositories are:

Tool	GitHub Repository	Primary Fit	Use When
AI-in-One Dashboard	microsoft/AI-in-One-Dashboard	Usage analytics	You need a tenant-wide view of Copilot, Copilot Chat, agent, and AI activity
Copilot Chat & Agent Intelligence	microsoft/CopilotChatAnalytics	Usage analytics	You need deeper reporting on Copilot Chat sessions and agent adoption
M365 Copilot Readiness Report	microsoft/M365UsageAnalytics	Readiness and license planning	You need to prioritize which users should receive Copilot licenses
Decoding Super Usage	microsoft/DecodingSuperUsage	Impact measurement	You need Viva Insights-based analysis of super-user adoption patterns
Super User Impact	microsoft/superuserimpact	Impact measurement	You need behavioral and ROI-style measurement of super-user outcomes
CustomizeCopilot	microsoft/customizecopilot	Impact measurement	You want add-on pages that extend the Viva Insights-based reports above
PAX (Portable Audit eXporter)	microsoft/PAX	Audit export	You need automated Purview and Graph exports beyond portal limits

GitHubCopilotImpact was assessed but is not included here because it targets GitHub Copilot developer analytics rather than Microsoft 365 Copilot governance.

1) Usage, Readiness, and Adoption Analytics

AI-in-One Dashboard

Best for: Executive-ready tenant-wide reporting across Copilot, Copilot Chat, agents, and related AI activity.

Use this repo when you need:

department and role-based Copilot analytics
licensed vs. unlicensed usage reporting
adoption trend reporting across Copilot surfaces
a single Power BI dashboard that combines Purview and Entra data

Copilot Chat & Agent Intelligence

Best for: Deeper drill-down into Copilot Chat sessions and agent adoption than the all-up dashboard provides.

Use this repo when you need:

Copilot Chat prompt and session pattern analysis
agent inventory and adoption trend reporting
segmentation by business unit, surface, and user cohort
a companion dashboard to supplement the broader AI-in-One view

M365 Copilot Readiness Report

Best for: License planning, readiness scoring, and prioritizing future Copilot allocations.

Use this repo when you need:

a ranked list of users most likely to benefit from Copilot licenses
workload-based readiness scoring across Teams, Outlook, Word, Excel, and PowerPoint
governance-ready license utilization and enablement planning

2) Impact and ROI Measurement

Decoding Super Usage

Use this repo when you want Viva Insights-based visibility into how users become frequent or high-value Copilot users.

Super User Impact

Use this repo when you need to connect super-user behavior with measurable work-pattern shifts and estimated value.

CustomizeCopilot

Use this repo when you want to extend the Viva Insights-based reports with additional pages rather than building a new report from scratch.

These three repositories fit best where the framework discusses:

Copilot impact measurement
adoption maturity
ROI reporting
evidence-based board and committee reporting

3) Audit Export and Evidence Collection

PAX (Portable Audit eXporter)

PAX is the companion repository to use when native Purview or Admin Center export paths are insufficient for FSI evidence needs.

Use this repo when you need:

audit export automation beyond portal row limits
incremental watermark-based extraction
Purview and Graph data collection for downstream dashboards
regulated evidence collection and longer-running export workflows

PAX is also relevant to AgentGov, where it already supports AI audit and reporting guidance.

4) Mapping to Framework Controls

Control	Companion Repositories	Why
1.9 License Planning	M365UsageAnalytics	Direct support for license readiness scoring and allocation decisions
3.1 Copilot Audit Logging	PAX, AI-in-One Dashboard, CopilotChatAnalytics	PAX automates export; the dashboards consume audit data for governance reporting
3.12 Evidence Collection	PAX	Helps produce repeatable audit export packages for examinations and internal reviews
4.5 Usage Analytics	AI-in-One Dashboard, CopilotChatAnalytics, M365UsageAnalytics	Supports usage, readiness, and adoption reporting beyond native admin views
4.6 Viva Insights Measurement	DecodingSuperUsage, superuserimpact, customizecopilot	Supports impact, adoption, and ROI measurement using Viva Insights-derived data
4.8 Cost Allocation	M365UsageAnalytics, superuserimpact	Helps align license usage and measured value with cost allocation narratives

5) Inclusion Guidance

Treat these repositories as external companion repositories, not as solutions to recreate locally.
Use pointer-based documentation to surface them in the framework where they strengthen an existing control or playbook.
Use Analytics Hub as the discovery surface, but document the individual repositories that are actually relevant to the control.
Cross-link mixed repos where appropriate:
AI-in-One Dashboard is valid for both CopilotGov and AgentGov
CopilotChatAnalytics is valid for CopilotGov and secondarily useful for AgentGov because it includes agent intelligence
PAX is valid for both frameworks as an audit export companion repo

6) Additional Resources

FSI Copilot Governance Framework v1.2.1 - March 2026