Real ChatGPT answer · index seedvCjJ0xRjaLUcompleteFinance and banking · retirement accountscomparison

Betterment automated investing costs versus traditional human financial planners at major wirehouses like Morgan Stanley for a one million dollar nest egg.

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

The searches the AI actually ran for this prompt.

SEED QUERY
Betterment automated investing costs versus traditional human financial planners at major wirehouses like Morgan Stanley for a one million dollar nest egg.
3 real searches · 1 real-search pass
Morgan Stanley financial advisor fee typical percentage assets under management 2026 Form ADV advisory feesGoogle ↗
OBSERVEDReason
Betterment pricing annual advisory fee Premium Digital 2026 officialGoogle ↗
OBSERVEDReason
Morgan Stanley Wealth Management advisory fee schedule wrap fee 1 million official Form ADV feesGoogle ↗
OBSERVEDReason

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.

ChatGPT real searches (3)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
Morgan Stanley financial advisor fee typical percentage assets under management 2026 Form ADV advisory fees Google ↗
Betterment pricing annual advisory fee Premium Digital 2026 official Google ↗
Morgan Stanley Wealth Management advisory fee schedule wrap fee 1 million official Form ADV fees Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Morgan Stanley financial advisor fee typical percentage assets under management 2026 Form ADV advisory fees
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Betterment pricing annual advisory fee Premium Digital 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Morgan Stanley Wealth Management advisory fee schedule wrap fee 1 million official Form ADV fees
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1