Are Vanguard index funds still the best option for long-term family wealth building compared to robo-advisors for small business owners?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Are Vanguard index funds still the best option for long-term family wealth building compared to robo-advisors for small business owners?
2 real searches · 1 real-search pass
Vanguard index funds expense ratios robo advisor fees tax loss harvesting small business retirement plans 2026Google ↗
OBSERVEDReason
Vanguard Digital Advisor fees minimum tax loss harvesting official 2026; Betterment pricing fees tax coordinated portfolio 2026; IRS small business retirement plans Solo 401k SEP SIMPLE 2026Google ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 2 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
Vanguard index funds expense ratios robo advisor fees tax loss harvesting small business retirement plans 2026 Google ↗
Vanguard Digital Advisor fees minimum tax loss harvesting official 2026; Betterment pricing fees tax coordinated portfolio 2026; IRS small business retirement plans Solo 401k SEP SIMPLE 2026 Google ↗
- Vanguard mutual fund fees and minimums · investor.vanguard.com
- Vanguard - What we think about investment costs, taxes, and manager risk · personal.vanguard.com
- Robo-Advisor - Automated Investing Services · investor.vanguard.com
- Vanguard Investment Advice Services · investor.vanguard.com
- What are Betterment’s fees? · betterment.com
- Betterment's Pricing · betterment.com
- 401(k) limit increases to $24,500 for 2026, IRA limit increases to $7,500 · irs.gov
- Retirement topics - 401(k) and profit-sharing plan contribution limits · irs.gov
- Publication 560 (2025), Retirement Plans for Small Business · irs.gov
- Choosing a Retirement Solution for Your Small Business · dol.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard index funds expense ratios robo advisor fees tax loss harvesting small business retirement plans 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Vanguard Digital Advisor fees minimum tax loss harvesting official 2026; Betterment pricing fees tax coordinated portfolio 2026; IRS small business retirement plans Solo 401k SEP SIMPLE 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |