I am trying to help my neighbor prepare for the CFA Level One exam and we need a breakdown of why people say the difficulty level is so surprisingly brutal this year
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I am trying to help my neighbor prepare for the CFA Level One exam and we need a breakdown of why people say the difficulty level is so surprisingly brutal this year
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
CFA Level I 2026 exam difficulty candidate reactions pass rates curriculum changes 2026 Google ↗
CFA Institute 2026 Level I exam topics practical skills modules question format exam duration official Google ↗
- CFA Institute Reports Results for CFA® Program Level I Testing in May 2026 · cfainstitute.org
- CFA® Program Level I exam · cfainstitute.org
- Level 1 exams · reddit.com
- Just gave CFA Level 1 · reddit.com
- CFA Level I Aug 2026- Did anyone else feel the exam was overly language/interpretation-heavy? · reddit.com
- CFA Institute Announces Updates to CFA® Program Curriculum · cfainstitute.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
CFA Level I 2026 exam difficulty candidate reactions pass rates curriculum changes 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
CFA Institute 2026 Level I exam topics practical skills modules question format exam duration official OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |