Real ChatGPT answer · index seedN9b4zPey1UIcompleteFinance and banking · retirement accountsbrand

Is Betterment charging too much in management fees for my traditional IRA compared to what I would pay with Vanguard digital advisory services?

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 charging too much in management fees for my traditional IRA compared to what I would pay with Vanguard digital advisory services?
2 real searches · 1 real-search pass
Betterment Digital Investing annual advisory fee 2026 IRA 0.25% fee officialGoogle ↗
OBSERVED
Vanguard Digital Advisor advisory fee 2026 annual net gross fee officialGoogle ↗
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 Digital Investing annual advisory fee 2026 IRA 0.25% fee official Google ↗
Vanguard Digital Advisor advisory fee 2026 annual net gross fee official Google ↗
  1. Betterment Fee Disclosure · betterment.com
  2. FAQ · ownyourfuture.vanguard.com
  3. Vanguard Investment Advice Services · investor.vanguard.com
  4. What are Betterment’s fees? · betterment.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment Digital Investing annual advisory fee 2026 IRA 0.25% fee official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard Digital Advisor advisory fee 2026 annual net gross fee official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1