Real ChatGPT answer · index seedqByO2R0DsOMcompleteFinance and banking · taxes and tax softwarecommercial
Which tax software offers the most comprehensive breakdown of education tax credit limits so I do not accidentally claim too much?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which tax software offers the most comprehensive breakdown of education tax credit limits so I do not accidentally claim too much?
4 real searches · 1 real-search pass
2026 tax software comparison education credits American Opportunity Lifetime Learning detailed interview TurboTax H&R Block FreeTaxUSA TaxSlayerGoogle ↗
OBSERVEDComparison
TurboTax education credits Form 8863 interview scholarships expenses eligibility limitsGoogle ↗
OBSERVEDReason
FreeTaxUSA education credits Form 8863 education expenses interview scholarshipsGoogle ↗
OBSERVEDReason
H&R Block education credits tax software Form 8863 education expense interviewGoogle ↗
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)
Classes come from the query-classifier (a local Laya model). 3 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
2026 tax software comparison education credits American Opportunity Lifetime Learning detailed interview TurboTax H&R Block FreeTaxUSA TaxSlayer Google ↗
TurboTax education credits Form 8863 interview scholarships expenses eligibility limits Google ↗
FreeTaxUSA education credits Form 8863 education expenses interview scholarships Google ↗
H&R Block education credits tax software Form 8863 education expense interview Google ↗
- What education tax credits are available? · ttlc.intuit.com
- What education tax credits are available? · ttlc.intuit.com
- TurboTax official website · turbotax.intuit.com
- FreeTaxUSA® - Free Online Tax Filing for Federal Returns · freetaxusa.com
- FreeTaxUSA® - Free Online Tax Filing for Federal Returns · freetaxusa.com
- FreeTaxUSA official website · freetaxusa.com
- H&R Block official website · hrblock.com
- Instructions for Form 8863 (2025) · irs.gov
- Education credits - AOTC and LLC · irs.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 tax software comparison education credits American Opportunity Lifetime Learning detailed interview TurboTax H&R Block FreeTaxUSA TaxSlayer OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
TurboTax education credits Form 8863 interview scholarships expenses eligibility limits OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
FreeTaxUSA education credits Form 8863 education expenses interview scholarships OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
H&R Block education credits tax software Form 8863 education expense interview OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |