Contrast the qualifying employment tracking mechanisms for PSLF under the new Department of Education portal versus traditional manual employer certification forms.
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Contrast the qualifying employment tracking mechanisms for PSLF under the new Department of Education portal versus traditional manual employer certification forms.
1 real search · 1 real-search pass
2026 Department of Education PSLF new portal qualifying employment tracking employer certification manual form changesGoogle ↗
OBSERVEDOther / navigational
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
2026 Department of Education PSLF new portal qualifying employment tracking employer certification manual form changes Google ↗
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