Real ChatGPT answer · index seedZ20MaybHkAgcompleteFinance and banking · investing and brokeragescommercial

I am comparing SoFi automated investing portfolios versus managing my own index funds on Fidelity, which is better for a beginner starting today?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I am comparing SoFi automated investing portfolios versus managing my own index funds on Fidelity, which is better for a beginner starting today?
2 real searches · 1 real-search pass
SoFi automated investing current fees portfolio management 2026 officialGoogle ↗
OBSERVEDOther / navigational
Fidelity zero expense ratio index funds FZROX FZILX official fees 2026Google ↗
OBSERVEDYes / no

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 (2)
Short factOther / navigational50%ComparisonConsequenceReasonDefinitionInstructionYes / no50%

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
SoFi automated investing current fees portfolio management 2026 official Google ↗
Fidelity zero expense ratio index funds FZROX FZILX official fees 2026 Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi automated investing current fees portfolio management 2026 official
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
Fidelity zero expense ratio index funds FZROX FZILX official fees 2026
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1