Real ChatGPT answer · index seedHnxcyGWNht8completeEducation · test prepcommercial

How difficult is the CFA level one exam for someone working a demanding corporate finance job, and what prep materials have the highest pass rates this year?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How difficult is the CFA level one exam for someone working a demanding corporate finance job, and what prep materials have the highest pass rates this year?
3 real searches · 1 real-search pass
CFA Institute Level I 2026 pass rate latest exam results 2026Google ↗
OBSERVEDReason
CFA Level I prep providers pass rates Kaplan Schweser UWorld Salt Solutions 2026 pass rate claims independent evidenceGoogle ↗
OBSERVEDReason
CFA Institute 2026 Level I study materials practice questions learning ecosystem officialGoogle ↗
OBSERVEDInstruction

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)
Short factOther / navigationalComparisonConsequenceReason67%DefinitionInstruction33%Yes / no

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
CFA Institute Level I 2026 pass rate latest exam results 2026 Google ↗
CFA Level I prep providers pass rates Kaplan Schweser UWorld Salt Solutions 2026 pass rate claims independent evidence Google ↗
CFA Institute 2026 Level I study materials practice questions learning ecosystem official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CFA Institute Level I 2026 pass rate latest exam results 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFA Level I prep providers pass rates Kaplan Schweser UWorld Salt Solutions 2026 pass rate claims independent evidence
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFA Institute 2026 Level I study materials practice questions learning ecosystem official
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1