Compare Nelnet versus EdFinancial regarding their current hardship forbearance programs for small business owners.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Nelnet versus EdFinancial regarding their current hardship forbearance programs for small business owners.
3 real searches · 1 real-search pass
Nelnet hardship forbearance self employed small business owner general forbearance 2026 officialGoogle ↗
OBSERVEDOther / navigational
Edfinancial hardship forbearance self employed small business owner general forbearance 2026 officialGoogle ↗
OBSERVEDConsequence
Federal Student Aid general forbearance economic hardship deferment self employed business owner 2026Google ↗
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 (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
Nelnet hardship forbearance self employed small business owner general forbearance 2026 official Google ↗
Edfinancial hardship forbearance self employed small business owner general forbearance 2026 official Google ↗
Federal Student Aid general forbearance economic hardship deferment self employed business owner 2026 Google ↗
- studentaid.gov · studentaid.gov
- Deferment and Forbearance · edfinancial.studentaid.gov
- Know Your Repayment Options · nelnet.studentaid.gov
- Microsoft Word · edfinancial.studentaid.gov
- Contact · edfinancial.studentaid.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Nelnet hardship forbearance self employed small business owner general forbearance 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Edfinancial hardship forbearance self employed small business owner general forbearance 2026 official OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Federal Student Aid general forbearance economic hardship deferment self employed business owner 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |