Quickly tell me if the Azure Administrator Associate AZ-104 exam is harder now than it was last year because I scheduled my retake for tonight and need a miracle.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Quickly tell me if the Azure Administrator Associate AZ-104 exam is harder now than it was last year because I scheduled my retake for tonight and need a miracle.
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Microsoft AZ-104 exam study guide skills measured changes 2026 compared 2025 official Google ↗
AZ-104 exam difficulty changes 2026 candidate reports compared 2025 Google ↗
- Study guide for Exam AZ-104: Microsoft Azure Administrator · learn.microsoft.com
- Microsoft Certified: Azure Administrator Associate - Certifications · learn.microsoft.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Microsoft AZ-104 exam study guide skills measured changes 2026 compared 2025 official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
AZ-104 exam difficulty changes 2026 candidate reports compared 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |