Compare Betterment and Wealthfront for setting up a college savings fund using surplus cash from my retail storefront LLC.
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Compare Betterment and Wealthfront for setting up a college savings fund using surplus cash from my retail storefront LLC.
4 real searches · 1 real-search pass
Betterment vs Wealthfront 529 college savings account fees investment options official 2026Google ↗
OBSERVEDComparison
Betterment 529 plan availability college savings official BettermentGoogle ↗
OBSERVEDOther / navigational
Wealthfront 529 college savings plan fees investment options official 2026Google ↗
OBSERVEDComparison
IRS 529 contributions business LLC owner distribution tax treatment 529 planGoogle ↗
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). 2 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
Betterment vs Wealthfront 529 college savings account fees investment options official 2026 Google ↗
Betterment 529 plan availability college savings official Betterment Google ↗
Wealthfront 529 college savings plan fees investment options official 2026 Google ↗
IRS 529 contributions business LLC owner distribution tax treatment 529 plan Google ↗
- 529 Education Savings Disclosure · betterment.com
- Automate Your 529 College Savings Plan · wealthfront.com
- Wealthfront 529 Education Savings Account · research.wealthfront.com
- Who is eligible to open a 529 account? · betterment.com
- Betterment website · betterment.com
- How do I deposit into my 529 account? · betterment.com
- Important Notices · wealthfront.com
- Florida Prepaid official website · myfloridaprepaid.com
- You’ve Got This Florida 529 Savings Plan Program · myfloridaprepaid.com
- 529 Fee Study: Find and Compare Lowest Fees By State · savingforcollege.com
- Publication 970 (2025), Tax Benefits for Education · irs.gov
- 26 U.S.C. § 529: Qualified tuition programs · uscode.house.gov
- Publication 3402 (03/2020), Taxation of Limited Liability Companies · irs.gov
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment vs Wealthfront 529 college savings account fees investment options official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Betterment 529 plan availability college savings official Betterment OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Wealthfront 529 college savings plan fees investment options official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
IRS 529 contributions business LLC owner distribution tax treatment 529 plan OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |