Real ChatGPT answer · index seedqrg6x7sTgwIcompleteFinance and banking · investing and brokeragescomparison

Can you compare Fidelity and Vanguard for someone opening their very first individual retirement account who has no idea what they are doing

ChatGPTgpt-63 queries10/31/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare Fidelity and Vanguard for someone opening their very first individual retirement account who has no idea what they are doing
3 real searches · 1 real-search pass
Fidelity IRA account fees minimums fractional shares automatic investing beginner features 2026Google ↗
OBSERVEDComparison
Vanguard IRA account fees minimums mutual fund minimums automatic investing 2026Google ↗
OBSERVEDReason
Fidelity Roth IRA vs Vanguard Roth IRA comparison expense ratios account fees officialGoogle ↗
OBSERVEDComparison

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 / navigationalComparison67%ConsequenceReason33%DefinitionInstructionYes / no

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
Fidelity IRA account fees minimums fractional shares automatic investing beginner features 2026 Google ↗
Vanguard IRA account fees minimums mutual fund minimums automatic investing 2026 Google ↗
Fidelity Roth IRA vs Vanguard Roth IRA comparison expense ratios account fees official Google ↗

Queries

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