Real ChatGPT answer · index seedkWyHRe2SXLEcompleteEducation · financial aid and scholarshipscomparison

Which education tax credit gives me more money back if my tuition is five thousand dollars this year

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Which education tax credit gives me more money back if my tuition is five thousand dollars this year
2 real searches · 1 real-search pass
2026 American Opportunity Tax Credit income limits refundable portion IRS 2026 tax yearGoogle ↗
OBSERVEDConsequence
IRS Publication education credits American Opportunity Lifetime Learning credit qualified expenses 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 (2)
Short factOther / navigational50%ComparisonConsequence50%ReasonDefinitionInstructionYes / 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
2026 American Opportunity Tax Credit income limits refundable portion IRS 2026 tax year Google ↗
IRS Publication education credits American Opportunity Lifetime Learning credit qualified expenses 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 American Opportunity Tax Credit income limits refundable portion IRS 2026 tax year
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS Publication education credits American Opportunity Lifetime Learning credit qualified expenses 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1