Real ChatGPT answer · index seedynGZXkcExMwcompleteFinance and banking · retirement accountscommercial
As a solo business owner, am I better off using a robot advisor or a traditional firm like Edward Jones for my retirement savings?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As a solo business owner, am I better off using a robot advisor or a traditional firm like Edward Jones for my retirement savings?
1 real search · 1 real-search pass
SEC investor.gov robo-advisers fees fiduciary investment adviser; Edward Jones advisory fees wrap fee brochure Form ADV; IRS one participant 401k SEP IRA self employed retirement plansGoogle ↗
OBSERVEDConsequence
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 (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
SEC investor.gov robo-advisers fees fiduciary investment adviser; Edward Jones advisory fees wrap fee brochure Form ADV; IRS one participant 401k SEP IRA self employed retirement plans Google ↗
- One Participant 401k Plans · irs.gov
- Publication 560 (2025), Retirement Plans for Small Business · irs.gov
- Investment Advisers · investor.gov
- Investor Bulletin: Form ADV – Investment Adviser Brochure and Brochure Supplement · investor.gov
Queries
1 queries · click a column to sort