Real ChatGPT answer · index seedKrAGwPZQxJMcompleteEducation · financial aid and scholarshipsinformational

What are the tax implications if my employer's tuition assistance program pays out more than the yearly federal exclusion limit for my graduate certificate program?

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

The searches the AI actually ran for this prompt.

SEED QUERY
What are the tax implications if my employer's tuition assistance program pays out more than the yearly federal exclusion limit for my graduate certificate program?
2 real searches · 1 real-search pass
IRS Publication 15-B 2026 educational assistance programs $5,250 excess wages graduate tuition Section 127Google ↗
OBSERVEDConsequence
IRS Publication 970 employer educational assistance graduate certificate qualified education expenses 2025 2026Google ↗
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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / 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
IRS Publication 15-B 2026 educational assistance programs $5,250 excess wages graduate tuition Section 127 Google ↗
IRS Publication 970 employer educational assistance graduate certificate qualified education expenses 2025 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS Publication 15-B 2026 educational assistance programs $5,250 excess wages graduate tuition Section 127
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS Publication 970 employer educational assistance graduate certificate qualified education expenses 2025 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1