Real ChatGPT answer · index seed7VxxPgVTrOEcompleteFinance and banking · retirement accountscommercial

Compare the net after-tax returns of maximizing a traditional employer 401k up to the maximum limit versus investing the difference in a low cost index fund taxable account

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

The searches the AI actually ran for this prompt.

SEED QUERY
Compare the net after-tax returns of maximizing a traditional employer 401k up to the maximum limit versus investing the difference in a low cost index fund taxable account
2 real searches · 1 real-search pass
2026 401(k) contribution limit IRS traditional 401k tax treatment required minimum distributions 2026Google ↗
OBSERVED
IRS tax treatment traditional 401(k) contributions distributions capital gains tax qualified dividends taxable brokerageGoogle ↗
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
2026 401(k) contribution limit IRS traditional 401k tax treatment required minimum distributions 2026 Google ↗
IRS tax treatment traditional 401(k) contributions distributions capital gains tax qualified dividends taxable brokerage Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 401(k) contribution limit IRS traditional 401k tax treatment required minimum distributions 2026
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
IRS tax treatment traditional 401(k) contributions distributions capital gains tax qualified dividends taxable brokerage
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1