Can you help me evaluate whether Betterment portfolios hold up well against traditional robo-advisors in terms of long-term retirement returns and fees?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Can you help me evaluate whether Betterment portfolios hold up well against traditional robo-advisors in terms of long-term retirement returns and fees?
4 real searches · 1 real-search pass
Betterment pricing advisory fee portfolio performance historical returns retirement portfolio official 2026Google ↗
OBSERVED
Vanguard Digital Advisor advisory fee annual net returns performance official 2026Google ↗
OBSERVED
Wealthfront automated investing advisory fee portfolio performance official 2026Google ↗
OBSERVED
Schwab Intelligent Portfolios advisory fee cash allocation official 2026Google ↗
OBSERVED
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.
Classifying 4 queries…
Searches and sources
ChatGPT4 real searches · gpt-6
Betterment pricing advisory fee portfolio performance historical returns retirement portfolio official 2026 Google ↗
Vanguard Digital Advisor advisory fee annual net returns performance official 2026 Google ↗
Wealthfront automated investing advisory fee portfolio performance official 2026 Google ↗
Schwab Intelligent Portfolios advisory fee cash allocation official 2026 Google ↗
- Betterment Fee Disclosure · betterment.com
- What are Betterment’s fees? · betterment.com
- Wealthfront Fees · wealthfront.com
- Automated Investing | Schwab Intelligent Portfolios · schwab.com
- Betterment's Performance · betterment.com
- What am I getting for Betterment’s investing fee? · betterment.com
- Serious investing made seriously easy · wealthfront.com
- Robo-Advisor - Automated Investing Services · investor.vanguard.com
- 2026 Robo-Advice Landscape: Survivors Search for the Next Leg of Growth · aaii.com
- Vanguard Investment Advice Services · investor.vanguard.com
- Vanguard Digital Advisor Review 2026: Pros, Cons and How It Compares · nerdwallet.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Betterment pricing advisory fee portfolio performance historical returns retirement portfolio official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard Digital Advisor advisory fee annual net returns performance official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Wealthfront automated investing advisory fee portfolio performance official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Schwab Intelligent Portfolios advisory fee cash allocation official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |