Real ChatGPT answer · index seedfVSxw1evOnccompleteFinance and banking · retirement accountscommercial

Can you compare the tax advantages of a traditional setup versus a Roth retirement account for a self employed consultant in Texas

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the tax advantages of a traditional setup versus a Roth retirement account for a self employed consultant in Texas
3 real searches · 1 real-search pass
IRS 2026 retirement plan contribution limits 401k IRA self-employed solo 401k SEP IRA Roth IRA income limitsGoogle ↗
OBSERVEDReason
IRS self-employed retirement plans deduction contributions solo 401k SEP IRA Roth IRA rulesGoogle ↗
OBSERVEDReason
Texas no individual income tax official state comptrollerGoogle ↗
OBSERVEDYes / no

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%DefinitionInstructionYes / no33%

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 retirement plan contribution limits 401k IRA self-employed solo 401k SEP IRA Roth IRA income limits Google ↗
IRS self-employed retirement plans deduction contributions solo 401k SEP IRA Roth IRA rules Google ↗
Texas no individual income tax official state comptroller Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
IRS 2026 retirement plan contribution limits 401k IRA self-employed solo 401k SEP IRA Roth IRA income limits
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
IRS self-employed retirement plans deduction contributions solo 401k SEP IRA Roth IRA rules
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Texas no individual income tax official state comptroller
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1