Is SoFi reliable for a company retirement plan or should I stick with a traditional provider like Fidelity?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Is SoFi reliable for a company retirement plan or should I stick with a traditional provider like Fidelity?
3 real searches · 1 real-search pass
SoFi workplace retirement 401(k) plan administration recordkeeping fees investments 2026Google ↗
OBSERVEDReason
Fidelity workplace retirement 401(k) plan services recordkeeping fees investments employer 2026Google ↗
OBSERVEDOther / navigational
SoFi 401k provider employer reviews retirement plan administrationGoogle ↗
OBSERVEDReason
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). 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
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
SoFi workplace retirement 401(k) plan administration recordkeeping fees investments 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Fidelity workplace retirement 401(k) plan services recordkeeping fees investments employer 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
SoFi 401k provider employer reviews retirement plan administration OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |