Real ChatGPT answer · index seedvM6TyFBwxq4completeInsurance · Medicare planscommercial

As a small business owner with a fluctuating income how are IRMAA surcharge brackets calculated and will a good year hurt my medicare costs

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
As a small business owner with a fluctuating income how are IRMAA surcharge brackets calculated and will a good year hurt my medicare costs
2 real searches · 1 real-search pass
2026 Medicare IRMAA brackets Part B Part D income thresholds official CMS SSA 2026Google ↗
OBSERVEDConsequence
Social Security IRMAA life changing event work stoppage reduction income appeal SSA-44 officialGoogle ↗
OBSERVEDConsequence

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 / navigationalComparisonConsequence100%ReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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 income thresholds official CMS SSA 2026 Google ↗
Social Security IRMAA life changing event work stoppage reduction income appeal SSA-44 official Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Medicare IRMAA brackets Part B Part D income thresholds official CMS SSA 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
Social Security IRMAA life changing event work stoppage reduction income appeal SSA-44 official
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1