Real ChatGPT answer · index seedIyx6559L0sEcompleteEducation · financial aid and scholarshipscommercial
Looking for the top rated financial planners who specialize in optimizing 529 plan withdrawal rules for out of state private university tuition.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for the top rated financial planners who specialize in optimizing 529 plan withdrawal rules for out of state private university tuition.
1 real search · 1 real-search pass
Cleveland Ohio financial planner 529 plan withdrawal rules college planning fee-only CFP; Ohio 529 qualified higher education expenses out of state private university tuition IRS rules 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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Cleveland Ohio financial planner 529 plan withdrawal rules college planning fee-only CFP; Ohio 529 qualified higher education expenses out of state private university tuition IRS rules 2026 Google ↗
- Capstone Wealth Partners · capstonewealthpartners.com
- Joe Messinger, CFP®, ChFC®, CLU®, CCFC® · capstonewealthpartners.com
- Joseph Messinger · savingforcollege.com
- Joe Messinger · napfa.org
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- Topic no. 313, Qualified tuition programs (QTPs) · irs.gov
- Qualified 529 expenses | Withdrawals from savings plan · fidelity.com
- 529 Plan FAQ - Paying for College · fidelity.com
- Income · tax.ohio.gov
- Ohio 529 Plan Rules And College Savings Options · thecollegeinvestor.com
Queries
1 queries · click a column to sort