Real ChatGPT answer · index seedqoKqExvJ9lMcompleteEducation · financial aid and scholarshipscomparison
Can you contrast the tax limits of the lifetime learning credit with the 529 plan withdrawal rules for my current semester tuition bill due today?
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The searches the AI actually ran for this prompt.
SEED QUERY
Can you contrast the tax limits of the lifetime learning credit with the 529 plan withdrawal rules for my current semester tuition bill due today?
2 real searches · 1 real-search pass
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)
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 2026 Lifetime Learning Credit income phaseout 2026 maximum $2,000 MAGI 80,000 90,000 Google ↗
IRS 529 qualified tuition expenses distributions coordination education tax credits same expenses Publication 970 2025 2026 Google ↗
- 2026 Instructions for Form 8863 · irs.gov
- Education credits - AOTC and LLC · irs.gov
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 529 Plans: Questions and answers · irs.gov
- Qualified Ed expenses · irs.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
IRS 2026 Lifetime Learning Credit income phaseout 2026 maximum $2,000 MAGI 80,000 90,000 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
IRS 529 qualified tuition expenses distributions coordination education tax credits same expenses Publication 970 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |