Real ChatGPT answer · index seedBGCSNIrPudQcompleteParenting and family · kids' educationinformational

Are there any state tax deductions for contributing to a college savings plan in Ohio, and how do I set one up for my newborn baby?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Are there any state tax deductions for contributing to a college savings plan in Ohio, and how do I set one up for my newborn baby?
2 real searches · 1 real-search pass
Ohio 529 tax deduction 2026 $4,000 per beneficiary official CollegeAdvantage Ohio tax instructionsGoogle ↗
OBSERVEDInstruction
How to open Ohio CollegeAdvantage 529 account newborn official stepsGoogle ↗
OBSERVEDInstruction

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 / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 1 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
Ohio 529 tax deduction 2026 $4,000 per beneficiary official CollegeAdvantage Ohio tax instructions Google ↗
How to open Ohio CollegeAdvantage 529 account newborn official steps Google ↗
  1. Income · tax.ohio.gov
  2. Section 5747.70 - Ohio Revised Code · codes.ohio.gov
  3. Save for College · highered.ohio.gov
  4. Official CollegeAdvantage website · collegeadvantage.com
  5. Learn About Ohio 529 Plan · collegeadvantage.com
  6. About Ohio's 529 Plan, CollegeAdvantage| OTTA · collegeadvantage.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Ohio 529 tax deduction 2026 $4,000 per beneficiary official CollegeAdvantage Ohio tax instructions
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
How to open Ohio CollegeAdvantage 529 account newborn official steps
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1