Real ChatGPT answer · index seedhyGasAH1GDkcompleteFinance and banking · retirement accountscomparison

Is Betterment for Business better than Vanguard for a five person company wanting automated investing without massive management fees?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Betterment for Business better than Vanguard for a five person company wanting automated investing without massive management fees?
2 real searches · 1 real-search pass
Betterment at Work small business 401(k) pricing fees 5 employees Vanguard small business 401k fees 2026Google ↗
OBSERVED
Vanguard small business retirement plans 401k pricing recordkeeping fees small business 2026Google ↗
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 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Betterment at Work small business 401(k) pricing fees 5 employees Vanguard small business 401k fees 2026 Google ↗
Vanguard small business retirement plans 401k pricing recordkeeping fees small business 2026 Google ↗
  1. Service fees · workplace.vanguard.com
  2. Small and midsize plan recordkeeping · workplace.vanguard.com
  3. Compare Small Business Retirement Plans with Vanguard · ascensus.com
  4. Vanguard SIMPLE IRA Retirement Plan · cloudflaretest.ascensus.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment at Work small business 401(k) pricing fees 5 employees Vanguard small business 401k fees 2026
OBSERVED
Google ↗
AI Mode ↗
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of 1
Vanguard small business retirement plans 401k pricing recordkeeping fees small business 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1