Real ChatGPT answer · index seedPPdP3liO5f8completeFinance and banking · investing and brokeragescommercial

I want to start putting money away for retirement using low cost index funds but I have no idea which brokerage has the lowest overall fees.

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

The searches the AI actually ran for this prompt.

SEED QUERY
I want to start putting money away for retirement using low cost index funds but I have no idea which brokerage has the lowest overall fees.
3 real searches · 1 real-search pass
2026 brokerage IRA fees Fidelity Schwab Vanguard account fees ETF commissions expense ratios officialGoogle ↗
OBSERVED
Fidelity ZERO index funds expense ratio restrictions official FZROXGoogle ↗
OBSERVED
Vanguard account fees ETF online commissions official retirement account feesGoogle ↗
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 3 queries…

Searches and sources

ChatGPT3 real searches · gpt-6
2026 brokerage IRA fees Fidelity Schwab Vanguard account fees ETF commissions expense ratios official Google ↗
Fidelity ZERO index funds expense ratio restrictions official FZROX Google ↗
Vanguard account fees ETF online commissions official retirement account fees Google ↗
  1. No minimum investment mutual funds · fidelity.com
  2. Straightforward and Transparent Pricing · fidelity.com
  3. Trading Commissions and Margin Rates · fidelity.com
  4. Fidelity official website · fidelity.com
  5. Compare Us · schwab.com
  6. Schwab official website · schwab.com
  7. Compare Fees · investor.vanguard.com
  8. Investment accounts & plans for all investment goals · investor.vanguard.com
  9. Vanguard official website · investor.vanguard.com
  10. 12 Best Fidelity Index Funds in 2026 · nerdwallet.com

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 brokerage IRA fees Fidelity Schwab Vanguard account fees ETF commissions expense ratios official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Fidelity ZERO index funds expense ratio restrictions official FZROX
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Vanguard account fees ETF online commissions official retirement account fees
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1