What are the current best practices for conducting a self-audit of Microsoft server licenses to ensure we pass an external audit without massive fines?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the current best practices for conducting a self-audit of Microsoft server licenses to ensure we pass an external audit without massive fines?
3 real searches · 1 real-search pass
Microsoft official licensing resources Windows Server SQL Server licensing guide core licensing virtualization CALs 2026Google ↗
OBSERVEDOther / navigational
Microsoft software asset management self audit license compliance audit preparation official Microsoft licensing terms audit rightsGoogle ↗
OBSERVEDOther / navigational
Microsoft Product Terms licensing terms Windows Server SQL Server virtualization licensing guideGoogle ↗
OBSERVEDComparison
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Microsoft official licensing resources Windows Server SQL Server licensing guide core licensing virtualization CALs 2026 Google ↗
Microsoft software asset management self audit license compliance audit preparation official Microsoft licensing terms audit rights Google ↗
Microsoft Product Terms licensing terms Windows Server SQL Server virtualization licensing guide Google ↗
- SAM SOFTWARE ASSET MANAGEMENT LICENSING MANAGEM · download.microsoft.com
- Software Asset · download.microsoft.com
- Download Software Asset Management (SAM) from Official Microsoft Download Center · microsoft.com
- Microsoft Windows Server · microsoft.com
- Core Based Licensing Models Licensing Guidance · microsoft.com
- Server_Virtualization Licensing Guidance · microsoft.com
- SQL Server Licensing Guidance · microsoft.com
- sec.gov · sec.gov
- Licensing Documents · microsoft.com
- b. **Verification process and limitations.** To verify compliance with the terms of this Agreement, Microsoft will engage an independent accountant from an internationally recognized public accounting firm, which will be subject to a confidentiality obligation. Verification will take place upon not fewer than 30 days’ notice, during normal business hours and in a manner that does not interfere unreasonably with your operations. As an alternative, Microsoft can require you to complete Microsoft’s · download.microsoft.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Microsoft official licensing resources Windows Server SQL Server licensing guide core licensing virtualization CALs 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft software asset management self audit license compliance audit preparation official Microsoft licensing terms audit rights OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Microsoft Product Terms licensing terms Windows Server SQL Server virtualization licensing guide OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |