Real ChatGPT answer · index seedt3ILsyUtRu4completeFinance and banking · investing and brokeragescomparison
Is Vanguard or Fidelity cheaper for someone trying to keep every dollar of investment returns since I am super strict about fees?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is Vanguard or Fidelity cheaper for someone trying to keep every dollar of investment returns since I am super strict about fees?
3 real searches · 1 real-search pass
Vanguard Fidelity brokerage fees expense ratios zero fee index funds comparison 2026Google ↗
OBSERVEDComparison
Vanguard brokerage fees account service fee mutual fund expense ratios official 2026Google ↗
OBSERVEDReason
Fidelity brokerage fees account fees zero expense ratio index funds official 2026Google ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 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
Vanguard Fidelity brokerage fees expense ratios zero fee index funds comparison 2026 Google ↗
Vanguard brokerage fees account service fee mutual fund expense ratios official 2026 Google ↗
Fidelity brokerage fees account fees zero expense ratio index funds official 2026 Google ↗
- Investment fees & costs · investor.vanguard.com
- Straightforward and Transparent Pricing · fidelity.com
- Trading Commissions and Margin Rates · fidelity.com
- Straightforward and Transparent Pricing · fidelity.com
- Vanguard To Deliver More Than Half a Billion in Expected Savings To Investors Since 2025 · corporate.vanguard.com
- Vanguard mutual fund fees and minimums · investor.vanguard.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Vanguard Fidelity brokerage fees expense ratios zero fee index funds comparison 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Vanguard brokerage fees account service fee mutual fund expense ratios official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Fidelity brokerage fees account fees zero expense ratio index funds official 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |