Real ChatGPT answer · index seedSA5IoYQsRHscompleteFinance and banking · investing and brokeragescomparison
Is it better to use a robo advisor like Wealthfront or just pick a target date retirement fund on my own?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is it better to use a robo advisor like Wealthfront or just pick a target date retirement fund on my own?
3 real searches · 1 real-search pass
Wealthfront automated investing advisory fee 0.25% official pricing 2026Google ↗
OBSERVEDOther / navigational
Vanguard target retirement funds expense ratios official target retirement 2026Google ↗
OBSERVEDConsequence
SEC investor.gov target date funds fees glide path diversificationGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Wealthfront automated investing advisory fee 0.25% official pricing 2026 Google ↗
Vanguard target retirement funds expense ratios official target retirement 2026 Google ↗
SEC investor.gov target date funds fees glide path diversification Google ↗
- Wealthfront Fees · wealthfront.com
- Wealthfront Taxable Automated Investing Account Agreement (October 27, 2025) · wealthfront.com
- Target Date Funds – Investor Bulletin · investor.gov
- Target Date Funds · investor.gov
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Wealthfront automated investing advisory fee 0.25% official pricing 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Vanguard target retirement funds expense ratios official target retirement 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Consequence | — | — | 1x of 1 | |
SEC investor.gov target date funds fees glide path diversification OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |