Real ChatGPT answer · index seedJKZfe8BgeMocompleteFinance and banking · retirement accountscomparison
Can you compare the SoFi automated retirement planner against managing our own low cost index funds at Vanguard given that we both work full time
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The searches the AI actually ran for this prompt.
SEED QUERY
Can you compare the SoFi automated retirement planner against managing our own low cost index funds at Vanguard given that we both work full time
3 real searches · 1 real-search pass
SoFi automated investing retirement planner advisory fee portfolio allocation tax loss harvesting official 2026Google ↗
OBSERVED
Vanguard self directed brokerage index fund expense ratios account fees official 2026Google ↗
OBSERVED
SoFi automated investing vs Vanguard digital advisor fees officialGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
SoFi automated investing retirement planner advisory fee portfolio allocation tax loss harvesting official 2026 Google ↗
Vanguard self directed brokerage index fund expense ratios account fees official 2026 Google ↗
SoFi automated investing vs Vanguard digital advisor fees official Google ↗
- Are there advisory fees for SoFi Robo Invest accounts? · support.sofi.com
- What is Tax-Loss Harvesting/ Can I use Tax-Loss Harvesting in my Invest account? · support.sofi.com
- SoFi Robo Investing Review 2026: Pros, Cons & How It Compares · nerdwallet.com
- Vanguard mutual fund fees and minimums · investor.vanguard.com
- Vanguard ETFs List · investor.vanguard.com
- Mutual Funds: Investing In a Mutual Fund · investor.vanguard.com
- What tools does SoFi provide its members so they can successfully plan for retirement? · support.sofi.com
- Can I receive advice on purchases of securities? · support.sofi.com
- What types of SoFi Invest accounts do you offer? · support.sofi.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SoFi automated investing retirement planner advisory fee portfolio allocation tax loss harvesting official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard self directed brokerage index fund expense ratios account fees official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
SoFi automated investing vs Vanguard digital advisor fees official OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |