Real ChatGPT answer · index seedSK4519I50BQcompleteFinance and banking · budgeting and savingcomparison

How do Vanguard and Betterment compare for a small business owner who wants hands off retirement investing

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How do Vanguard and Betterment compare for a small business owner who wants hands off retirement investing
3 real searches · 1 real-search pass
Vanguard vs Betterment fees automated investing retirement accounts SEP IRA solo 401k small business owner 2026Google ↗
OBSERVED
Vanguard small business retirement plans Ascensus individual 401k SEP IRA officialGoogle ↗
OBSERVED
Betterment for Business 401k SEP IRA self employed official pricingGoogle ↗
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
Vanguard vs Betterment fees automated investing retirement accounts SEP IRA solo 401k small business owner 2026 Google ↗
Vanguard small business retirement plans Ascensus individual 401k SEP IRA official Google ↗
Betterment for Business 401k SEP IRA self employed official pricing Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Vanguard vs Betterment fees automated investing retirement accounts SEP IRA solo 401k small business owner 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard small business retirement plans Ascensus individual 401k SEP IRA official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Betterment for Business 401k SEP IRA self employed official pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1