Real ChatGPT answer · index seedJ6hheukb4pYcompleteFinance and banking · student loansinformational

My income recertification for my income-driven repayment plan is due next month, but my small business just had its worst quarter ever, so what should I report?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
My income recertification for my income-driven repayment plan is due next month, but my small business just had its worst quarter ever, so what should I report?
2 real searches · 1 real-search pass
Federal Student Aid IDR recertification current income decreased income self-employed business income documentation 2026Google ↗
OBSERVEDShort fact
StudentAid.gov income-driven repayment recertify income alternative documentation self-employed net business incomeGoogle ↗
OBSERVEDComparison

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)
Short fact50%Other / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / no

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
Federal Student Aid IDR recertification current income decreased income self-employed business income documentation 2026 Google ↗
StudentAid.gov income-driven repayment recertify income alternative documentation self-employed net business income Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Federal Student Aid IDR recertification current income decreased income self-employed business income documentation 2026
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
StudentAid.gov income-driven repayment recertify income alternative documentation self-employed net business income
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1