Real ChatGPT answer · index seedX9SVvYNsusocompleteEducation · graduate schoolcomparison

Compare the financial aid appeal success rates for older graduate students at Stanford University versus UC Berkeley when your retirement income changes mid-semester.

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the financial aid appeal success rates for older graduate students at Stanford University versus UC Berkeley when your retirement income changes mid-semester.
4 real searches · 1 real-search pass
Stanford graduate financial aid appeal professional judgment special circumstances policy 2026Google ↗
OBSERVEDReason
UC Berkeley graduate financial aid appeal special circumstances professional judgment policy 2026Google ↗
OBSERVEDReason
Stanford University graduate financial aid appeal special circumstances income change mid-year retirement income graduate studentsGoogle ↗
OBSERVEDReason
UC Berkeley graduate financial aid appeal special circumstances income change mid-year retirement income graduate studentsGoogle ↗
OBSERVEDReason

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 (4)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Stanford graduate financial aid appeal professional judgment special circumstances policy 2026 Google ↗
UC Berkeley graduate financial aid appeal special circumstances professional judgment policy 2026 Google ↗
Stanford University graduate financial aid appeal special circumstances income change mid-year retirement income graduate students Google ↗
UC Berkeley graduate financial aid appeal special circumstances income change mid-year retirement income graduate students Google ↗
  1. Requesting Additional Aid : Stanford University · financialaid.stanford.edu
  2. Appeals & Special Circumstances · financialaid.berkeley.edu
  3. Economic Hardship Appeal · financialaid.berkeley.edu
  4. Special Cases · fsapartners.ed.gov

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Stanford graduate financial aid appeal professional judgment special circumstances policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
UC Berkeley graduate financial aid appeal special circumstances professional judgment policy 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Stanford University graduate financial aid appeal special circumstances income change mid-year retirement income graduate students
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
UC Berkeley graduate financial aid appeal special circumstances income change mid-year retirement income graduate students
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1