Real ChatGPT answer · index seedyefV90jwoyccompleteFinance and banking · retirement accountsinformational

Edward Jones is charging us what seems like a high advisory fee for managing our retirement accounts, so are there better low cost alternatives for parents who want hands off investing?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Edward Jones is charging us what seems like a high advisory fee for managing our retirement accounts, so are there better low cost alternatives for parents who want hands off investing?
3 real searches · 1 real-search pass
2026 low cost hands off retirement investing robo advisor fees Vanguard Digital Advisor Fidelity Go Schwab Intelligent Portfolios BettermentGoogle ↗
OBSERVEDComparison
Edward Jones advisory solutions fee schedule advisory fee 2026 wrap feeGoogle ↗
OBSERVEDReason
Vanguard target retirement funds expense ratios 2026 Fidelity Freedom Index target date expense ratioGoogle ↗
OBSERVEDConsequence

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 / navigationalComparison33%Consequence33%Reason33%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
2026 low cost hands off retirement investing robo advisor fees Vanguard Digital Advisor Fidelity Go Schwab Intelligent Portfolios Betterment Google ↗
Edward Jones advisory solutions fee schedule advisory fee 2026 wrap fee Google ↗
Vanguard target retirement funds expense ratios 2026 Fidelity Freedom Index target date expense ratio Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 low cost hands off retirement investing robo advisor fees Vanguard Digital Advisor Fidelity Go Schwab Intelligent Portfolios Betterment
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Edward Jones advisory solutions fee schedule advisory fee 2026 wrap fee
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Vanguard target retirement funds expense ratios 2026 Fidelity Freedom Index target date expense ratio
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1