Real ChatGPT answer · index seedfn45agg7NsQcompleteFinance and banking · investing and brokeragescomparison

Is Betterment automated portfolio performance worth the advisory fee compared to just buying Vanguard mutual funds manually for my small business?

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 automated portfolio performance worth the advisory fee compared to just buying Vanguard mutual funds manually for my small business?
2 real searches · 1 real-search pass
Betterment pricing digital investing advisory fee 2026 0.25% Vanguard mutual fund expense ratios VTSAX VTIAX VBTLX officialGoogle ↗
OBSERVEDShort fact
Betterment small business investing business account SEP IRA solo 401k fees officialGoogle ↗
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 (2)
Short fact50%Other / navigationalComparisonConsequenceReason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
Betterment pricing digital investing advisory fee 2026 0.25% Vanguard mutual fund expense ratios VTSAX VTIAX VBTLX official Google ↗
Betterment small business investing business account SEP IRA solo 401k fees official Google ↗
  1. What are Betterment’s fees? · betterment.com
  2. Betterment Fee Disclosure · betterment.com
  3. Solo 401(k) · betterment.com
  4. Solo 401(k) Retirement Plans · betterment.com
  5. Vanguard mutual fund fees and minimums · investor.vanguard.com
  6. What am I getting for Betterment’s investing fee? · betterment.com
  7. Betterment's Pricing · betterment.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment pricing digital investing advisory fee 2026 0.25% Vanguard mutual fund expense ratios VTSAX VTIAX VBTLX official
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
Betterment small business investing business account SEP IRA solo 401k fees official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1