Real ChatGPT answer · index seed84NprC2umM8completeParenting and family · kids' educationcommercial

Which financial aid calculators currently provide the most accurate estimated family contribution under the simplified FAFSA rules?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which financial aid calculators currently provide the most accurate estimated family contribution under the simplified FAFSA rules?
2 real searches · 1 real-search pass
best financial aid calculators 2026 FAFSA Student Aid Index estimator accuracy College Board BigFuture Federal Student Aid net price calculatorGoogle ↗
OBSERVEDComparison
2026-27 FAFSA Student Aid Index estimator official federal student aid calculator simplified FAFSA rulesGoogle ↗
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 factOther / navigationalComparison100%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
best financial aid calculators 2026 FAFSA Student Aid Index estimator accuracy College Board BigFuture Federal Student Aid net price calculator Google ↗
2026-27 FAFSA Student Aid Index estimator official federal student aid calculator simplified FAFSA rules Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best financial aid calculators 2026 FAFSA Student Aid Index estimator accuracy College Board BigFuture Federal Student Aid net price calculator
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
2026-27 FAFSA Student Aid Index estimator official federal student aid calculator simplified FAFSA rules
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1