Real ChatGPT answer · index seedtogqUBNqdKgcompleteFinance and banking · retirement accountscommercial

How effective is the SoFi automated retirement planner at projecting sequence of returns risk for someone retiring in a bear market?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How effective is the SoFi automated retirement planner at projecting sequence of returns risk for someone retiring in a bear market?
2 real searches · 1 real-search pass
SoFi automated retirement planner methodology Monte Carlo sequence of returns risk retirement plannerGoogle ↗
OBSERVEDReason
SoFi retirement planner bear market sequence risk projection assumptionsGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 retirement planner methodology Monte Carlo sequence of returns risk retirement planner Google ↗
SoFi retirement planner bear market sequence risk projection assumptions Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
SoFi automated retirement planner methodology Monte Carlo sequence of returns risk retirement planner
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
SoFi retirement planner bear market sequence risk projection assumptions
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1