Real ChatGPT answer · index seedU5or2y5mqMMcompleteFinance and banking · retirement accountscomparison

Looking at Betterment automated investing costs versus a traditional advisor, which option saves more money over twenty years for our household retirement goals?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Looking at Betterment automated investing costs versus a traditional advisor, which option saves more money over twenty years for our household retirement goals?
2 real searches · 1 real-search pass
Betterment automated investing pricing annual advisory fee 2026 officialGoogle ↗
OBSERVED
traditional financial advisor typical AUM fee 1% annual retirement investing 2026 fee surveyGoogle ↗
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 automated investing pricing annual advisory fee 2026 official Google ↗
traditional financial advisor typical AUM fee 1% annual retirement investing 2026 fee survey Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment automated investing pricing annual advisory fee 2026 official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
traditional financial advisor typical AUM fee 1% annual retirement investing 2026 fee survey
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1