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Real ChatGPT answer · index seedkKRq2edrPo0completeFinance and banking · retirement accountsbrand

I am a freelance software engineer evaluating whether a solo 401k or a SEP IRA makes more sense for my current revenue levels.

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 a freelance software engineer evaluating whether a solo 401k or a SEP IRA makes more sense for my current revenue levels.
2 real searches · 1 real-search pass
IRS 2026 401(k) contribution limit SEP IRA contribution limit self employed compensation calculationGoogle ↗
OBSERVED
IRS Publication 560 2025 self-employed SEP contribution rate 20 percent net earningsGoogle ↗
OBSERVED

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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
IRS 2026 401(k) contribution limit SEP IRA contribution limit self employed compensation calculation Google ↗
IRS Publication 560 2025 self-employed SEP contribution rate 20 percent net earnings Google ↗
  1. Retirement topics - 401(k) and profit-sharing plan contribution limits · irs.gov
  2. Publication 560 (2025), Retirement Plans for Small Business · irs.gov
  3. Self-employed individuals: Calculating your own retirement plan contribution and deduction · irs.gov
  4. 2025 Publication 560 · irs.gov

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 401(k) contribution limit SEP IRA contribution limit self employed compensation calculation
OBSERVED
Google ↗
AI Mode ↗		————1x
of 1
IRS Publication 560 2025 self-employed SEP contribution rate 20 percent net earnings
OBSERVED
Google ↗
AI Mode ↗		————1x
of 1