Real ChatGPT answer · index seedxg3jx9Gv2e0completeFinance and banking · budgeting and savinginformational

Can you explain the main differences between Fidelity and Vanguard for a complete beginner who wants to open a retirement account this year?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Can you explain the main differences between Fidelity and Vanguard for a complete beginner who wants to open a retirement account this year?
3 real searches · 1 real-search pass
Fidelity IRA account fees minimums fractional shares automatic investing official 2026Google ↗
OBSERVEDComparison
Vanguard IRA fees account minimums mutual fund expense ratios automatic investing official 2026Google ↗
OBSERVEDReason
IRS 2026 IRA contribution limit Roth IRA income limits officialGoogle ↗
OBSERVEDDefinition

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%ConsequenceReason33%Definition33%InstructionYes / 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
Fidelity IRA account fees minimums fractional shares automatic investing official 2026 Google ↗
Vanguard IRA fees account minimums mutual fund expense ratios automatic investing official 2026 Google ↗
IRS 2026 IRA contribution limit Roth IRA income limits official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity IRA account fees minimums fractional shares automatic investing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Vanguard IRA fees account minimums mutual fund expense ratios automatic investing official 2026
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS 2026 IRA contribution limit Roth IRA income limits official
OBSERVED
Google ↗
AI Mode ↗
—Definition——1x
of 1