Real ChatGPT answer · index seedueJLdKGxEKAcompleteFinance and banking · budgeting and savinglocal

How much do I need to save for retirement by age forty if I live in Chicago and need to adjust my investment goals immediately?

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

The searches the AI actually ran for this prompt.

SEED QUERY
How much do I need to save for retirement by age forty if I live in Chicago and need to adjust my investment goals immediately?
2 real searches · 1 real-search pass
Fidelity retirement savings guideline age 40 3x salary benchmarkGoogle ↗
OBSERVED
IRS 2026 401k IRA contribution limits officialGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
Fidelity retirement savings guideline age 40 3x salary benchmark Google ↗
IRS 2026 401k IRA contribution limits official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Fidelity retirement savings guideline age 40 3x salary benchmark
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS 2026 401k IRA contribution limits official
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1