Real ChatGPT answer · index seedQ6mib6AxX6ocompleteFinance and banking · retirement accountscomparison

Between Betterment automated investing costs and traditional human financial advisors, which makes more financial sense for a startup founder?

ChatGPTgpt-62 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Between Betterment automated investing costs and traditional human financial advisors, which makes more financial sense for a startup founder?
2 real searches · 1 real-search pass
Betterment pricing automated investing advisory fee 2026 digital premium officialGoogle ↗
OBSERVEDOther / navigational
typical human financial advisor assets under management fee 1% financial planning startup founder equity compensation fee only CFPGoogle ↗
OBSERVEDOther / navigational

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 factOther / navigational100%ComparisonConsequenceReasonDefinitionInstructionYes / 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 automated investing advisory fee 2026 digital premium official Google ↗
typical human financial advisor assets under management fee 1% financial planning startup founder equity compensation fee only CFP Google ↗
  1. Betterment Fee Disclosure · betterment.com
  2. What are Betterment’s fees? · betterment.com
  3. How Much Does a Financial Advisor Cost in 2026? · nerdwallet.com
  4. NAPFA · napfa.org

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Betterment pricing automated investing advisory fee 2026 digital premium official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
typical human financial advisor assets under management fee 1% financial planning startup founder equity compensation fee only CFP
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1