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Real ChatGPT answer · index seedPD77ZgQD5zEcompleteFinance and banking · taxes and tax softwarecomparison

Is a traditional 401k better than a SEP IRA for reducing my small business corporate tax liability this year?

ChatGPTgpt-63 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is a traditional 401k better than a SEP IRA for reducing my small business corporate tax liability this year?
3 real searches · 1 real-search pass
IRS 2026 401(k) contribution limits employer contributions SEP IRA contribution limits 2026 tax deduction employer contributionsGoogle ↗
OBSERVEDReason
IRS SEP IRA employer contributions deductible business expense 25% compensation 2026Google ↗
OBSERVEDReason
IRS 401k employer contributions deductible business expense elective deferrals corporation deductionGoogle ↗
OBSERVEDDefinition

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)
Short factOther / navigationalComparisonConsequenceReason67%Definition33%InstructionYes / no

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
IRS 2026 401(k) contribution limits employer contributions SEP IRA contribution limits 2026 tax deduction employer contributions Google ↗
IRS SEP IRA employer contributions deductible business expense 25% compensation 2026 Google ↗
IRS 401k employer contributions deductible business expense elective deferrals corporation deduction Google ↗
  1. COLA increases for dollar limitations on benefits and contributions · irs.gov
  2. SEP contribution limits (including grandfathered SARSEPs) · irs.gov
  3. 401(k) plan overview · irs.gov
  4. Publication 560 (2025), Retirement Plans for Small Business · irs.gov
  5. Simplified Employee Pension plan (SEP) · irs.gov

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 401(k) contribution limits employer contributions SEP IRA contribution limits 2026 tax deduction employer contributions
OBSERVED
Google ↗
AI Mode ↗		—Reason——1x
of 1
IRS SEP IRA employer contributions deductible business expense 25% compensation 2026
OBSERVED
Google ↗
AI Mode ↗		—Reason——1x
of 1
IRS 401k employer contributions deductible business expense elective deferrals corporation deduction
OBSERVED
Google ↗
AI Mode ↗		—Definition——1x
of 1