Real ChatGPT answer · index seedpbU5KJtMxn8completeFinance and banking · investing and brokeragesbrand

Can you compare Fidelity and Vanguard customer service and mobile app usability for busy parents who only have time to manage money on their phones

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 compare Fidelity and Vanguard customer service and mobile app usability for busy parents who only have time to manage money on their phones
3 real searches · 1 real-search pass
Fidelity mobile app features customer service phone chat hours 2026 officialGoogle ↗
OBSERVEDOther / navigational
Vanguard mobile app features customer service phone chat hours 2026 officialGoogle ↗
OBSERVEDOther / navigational
Fidelity app reviews usability Vanguard app reviews usability comparisonGoogle ↗
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 / navigational67%Comparison33%ConsequenceReasonDefinitionInstructionYes / 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 mobile app features customer service phone chat hours 2026 official Google ↗
Vanguard mobile app features customer service phone chat hours 2026 official Google ↗
Fidelity app reviews usability Vanguard app reviews usability comparison Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity mobile app features customer service phone chat hours 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Vanguard mobile app features customer service phone chat hours 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Fidelity app reviews usability Vanguard app reviews usability comparison
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1