How does interest capitalization work right now after the grace period ends for undergraduate loans and where can I find a local expert in Columbia to review our options?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does interest capitalization work right now after the grace period ends for undergraduate loans and where can I find a local expert in Columbia to review our options?
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
2026 federal student loan interest capitalization grace period ends Direct Loans July 1 2023 current rules Department of Education Google ↗
Columbia student loan counselor nonprofit financial counseling student debt advisor Columbia Google ↗
- [node:title] · studentaid.gov
- studentaid.gov · studentaid.gov
- Tips for student loan borrowers · consumerfinance.gov
- studentaid.gov · studentaid.gov
- Loans · gocolumbia.edu
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 federal student loan interest capitalization grace period ends Direct Loans July 1 2023 current rules Department of Education OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
Columbia student loan counselor nonprofit financial counseling student debt advisor Columbia OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |