Real ChatGPT answer · index seedJowH6aynrYwcompleteInsurance · Medicare planscomparison

How do I calculate if the IRMAA surcharge brackets will cost me more than the tax savings from my Roth conversion strategy

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

The searches the AI actually ran for this prompt.

SEED QUERY
How do I calculate if the IRMAA surcharge brackets will cost me more than the tax savings from my Roth conversion strategy
2 real searches · 1 real-search pass
2026 Medicare IRMAA brackets Part B Part D official CMS 2026 income thresholdsGoogle ↗
OBSERVEDConsequence
IRS Roth conversion taxable income traditional IRA conversion tax rules officialGoogle ↗
OBSERVEDReason

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 (2)
Short factOther / navigationalComparisonConsequence50%Reason50%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT2 real searches · gpt-6
2026 Medicare IRMAA brackets Part B Part D official CMS 2026 income thresholds Google ↗
IRS Roth conversion taxable income traditional IRA conversion tax rules official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Medicare IRMAA brackets Part B Part D official CMS 2026 income thresholds
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS Roth conversion taxable income traditional IRA conversion tax rules official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1