What is the reputation of Betterment for setting up long term college savings compared to a traditional 529 plan sponsored by our home state of Pennsylvania?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the reputation of Betterment for setting up long term college savings compared to a traditional 529 plan sponsored by our home state of Pennsylvania?
3 real searches · 1 real-search pass
Betterment college savings 529 plan offering fees investments official 2026Google ↗
OBSERVEDOther / navigational
Pennsylvania 529 Guaranteed Savings Plan Investment Plan state tax deduction official 2026Google ↗
OBSERVEDDefinition
Pennsylvania 529 tax deduction residents other state 529 plan officialGoogle ↗
OBSERVEDComparison
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Betterment college savings 529 plan offering fees investments official 2026 Google ↗
Pennsylvania 529 Guaranteed Savings Plan Investment Plan state tax deduction official 2026 Google ↗
Pennsylvania 529 tax deduction residents other state 529 plan official Google ↗
- Official website · betterment.com
- 529 Education Savings Disclosure · betterment.com
- What fees are associated with 529 accounts? · betterment.com
- Treasurer Stacy Garrity: Pennsylvania Families Have Saved $10 Billion for Education with PA 529 · patreasury.gov
- INVEST PA529 · pa529.com
- Deductions and Credits | Department of Revenue · pa.gov
- PA 529 FAQs · pa529.com
- Better State Financial Aid Treatment · pa529.com
- PA 529 Investment Plan – Enrollment · pa529.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment college savings 529 plan offering fees investments official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Pennsylvania 529 Guaranteed Savings Plan Investment Plan state tax deduction official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Definition | — | — | 1x of 1 | |
Pennsylvania 529 tax deduction residents other state 529 plan official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |