Real ChatGPT answer · index seedOr59j15cmyYcompleteCareers and HR · layoffs and severancecommercial

I need recommendations for the best online retirement calculators that can help me figure out how early withdrawals from my IRA will affect my medicare premiums after losing my job.

ChatGPTgpt-63 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
I need recommendations for the best online retirement calculators that can help me figure out how early withdrawals from my IRA will affect my medicare premiums after losing my job.
3 real searches · 1 real-search pass
2026 Medicare IRMAA brackets premiums official CMS 2026Google ↗
OBSERVEDConsequence
best online retirement calculators IRA withdrawals tax planning retirement income calculator 2026 Fidelity Schwab VanguardGoogle ↗
OBSERVEDComparison
Medicare IRMAA calculator 2026 estimate income related monthly adjustment amount Part B Part D official Medicare two year lookbackGoogle ↗
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 (3)
Short factOther / navigationalComparison33%Consequence33%Reason33%DefinitionInstructionYes / 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
2026 Medicare IRMAA brackets premiums official CMS 2026 Google ↗
best online retirement calculators IRA withdrawals tax planning retirement income calculator 2026 Fidelity Schwab Vanguard Google ↗
Medicare IRMAA calculator 2026 estimate income related monthly adjustment amount Part B Part D official Medicare two year lookback Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
2026 Medicare IRMAA brackets premiums official CMS 2026
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
best online retirement calculators IRA withdrawals tax planning retirement income calculator 2026 Fidelity Schwab Vanguard
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Medicare IRMAA calculator 2026 estimate income related monthly adjustment amount Part B Part D official Medicare two year lookback
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1