I want to test the SoFi automated retirement planner features against our current Vanguard portfolio to see which one saves us more in fees
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
I want to test the SoFi automated retirement planner features against our current Vanguard portfolio to see which one saves us more in fees
2 real searches · 1 real-search pass
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
SoFi automated investing retirement account advisory fee expense ratios official 2026 Google ↗
Vanguard advisory services fees digital advisor personal advisor expense ratios official 2026 Google ↗
- Are there advisory fees for SoFi Robo Invest accounts? · support.sofi.com
- Vanguard Investment Advice Services · investor.vanguard.com
- Building on our low-cost, investor-first legacy · corporate.vanguard.com
- FAQ · ownyourfuture.vanguard.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SoFi automated investing retirement account advisory fee expense ratios official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Vanguard advisory services fees digital advisor personal advisor expense ratios official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |