Real ChatGPT answer · index seedeXKaiQM9KLQcompleteFinance and banking · investing and brokeragescomparison

Is Betterment better than just buying a standard S and P five hundred index fund directly through a major online broker?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Is Betterment better than just buying a standard S and P five hundred index fund directly through a major online broker?
3 real searches · 1 real-search pass
Betterment pricing annual advisory fee 2026 official pricingGoogle ↗
OBSERVED
Vanguard VOO expense ratio official 2026 S&P 500 ETFGoogle ↗
OBSERVED
Fidelity ZERO large cap index fund FNILX expense ratio 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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
Betterment pricing annual advisory fee 2026 official pricing Google ↗
Vanguard VOO expense ratio official 2026 S&P 500 ETF Google ↗
Fidelity ZERO large cap index fund FNILX expense ratio official Google ↗
  1. What are Betterment’s fees? · betterment.com
  2. Betterment Fee Disclosure · betterment.com
  3. VOO · advisors.vanguard.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment pricing annual advisory fee 2026 official pricing
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard VOO expense ratio official 2026 S&P 500 ETF
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fidelity ZERO large cap index fund FNILX expense ratio official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1