Real ChatGPT answer · index seedhjtySuuoR0IcompleteFinance and banking · investing and brokeragescommercial
Looking for a detailed comparison of Vanguard and Fidelity customer platforms for a busy small business owner with limited time
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Looking for a detailed comparison of Vanguard and Fidelity customer platforms for a busy small business owner with limited time
3 real searches · 1 real-search pass
Vanguard vs Fidelity brokerage platform website mobile app customer service small business retirement accounts comparison 2026Google ↗
OBSERVEDComparison
Vanguard small business retirement plans individual 401k SEP SIMPLE IRA features officialGoogle ↗
OBSERVEDOther / navigational
Fidelity small business retirement plans self employed 401k SEP SIMPLE IRA officialGoogle ↗
OBSERVEDOther / navigational
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). 2 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
Vanguard vs Fidelity brokerage platform website mobile app customer service small business retirement accounts comparison 2026 Google ↗
Vanguard small business retirement plans individual 401k SEP SIMPLE IRA features official Google ↗
Fidelity small business retirement plans self employed 401k SEP SIMPLE IRA official Google ↗
- Fidelity vs. Vanguard: 2026 Comparison · nerdwallet.com
- Vanguard vs Fidelity · unbiased.com
- Self employed and small-business retirement plans | Compare plans · fidelity.com
- SEP-IRA - Simplified Employee Pension Plan · investor.vanguard.com
- Fidelity vs. Vanguard: 2026 Comparison · nerdwallet.com
- Fidelity vs. Vanguard: 2026 Comparison · nerdwallet.com
- Compare Small Business Retirement Plans with Vanguard · ascensus.com
- Fidelity official website · fidelity.com
- Vanguard official website · investor.vanguard.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard vs Fidelity brokerage platform website mobile app customer service small business retirement accounts comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Vanguard small business retirement plans individual 401k SEP SIMPLE IRA features official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Fidelity small business retirement plans self employed 401k SEP SIMPLE IRA official OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |