Real ChatGPT answer · index seedqhJkQwHDxs4completeInsurance · Medicare planscomparison

How are IRMAA surcharges calculated if my small business is organized as an S Corp and my personal adjusted gross income spikes unexpectedly?

ChatGPTgpt-63 queries10/31/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
How are IRMAA surcharges calculated if my small business is organized as an S Corp and my personal adjusted gross income spikes unexpectedly?
3 real searches · 1 real-search pass
2026 Medicare IRMAA brackets Part B Part D thresholds official CMS 2026Google ↗
OBSERVEDConsequence
Social Security IRMAA two years prior tax return life changing event form SSA-44 officialGoogle ↗
OBSERVEDConsequence
IRS S corporation shareholder income distributions Schedule K-1 taxable whether distributed officialGoogle ↗
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 / navigationalComparisonConsequence67%ReasonDefinitionInstructionYes / 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
2026 Medicare IRMAA brackets Part B Part D thresholds official CMS 2026 Google ↗
Social Security IRMAA two years prior tax return life changing event form SSA-44 official Google ↗
IRS S corporation shareholder income distributions Schedule K-1 taxable whether distributed official Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Medicare IRMAA brackets Part B Part D thresholds official CMS 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Social Security IRMAA two years prior tax return life changing event form SSA-44 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
IRS S corporation shareholder income distributions Schedule K-1 taxable whether distributed official
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1