Trust and transparency

Editorial and verification standards

Effective October 26, 2026

A financial explanation should show its source, date, assumptions and limits.

Primary sources

Premiums and schedules come from CMS and SSA. SSA manuals and forms support administrative explanations. IRS publications and year-specific notices support tax discussions. Forum posts can reveal confusing questions, but personal experiences cannot establish eligibility, statutory amounts or deadlines.

Separate rates and estimates

Official packs are labeled by premium year and revision. Future speculation is not published as an official table. Tax-year limits, such as the QCD cap, are separate from the Medicare year in which income may be used.

Reproducible calculations

The financial engine uses integer cents and is independent from React. Tests cover exact boundaries, adjacent cents, coverage months, separate-return spouses and unknown plan premiums. The methodology documents the supported scope.

AI assistance and human review

Content and implementation were prepared with AI assistance. Source checks and automated tests have been performed, but no independent licensed professional or human accessibility reviewer is claimed. A reviewer, their real credentials, scope and date should be disclosed only after that review happens.

Dates and corrections

Guide dates describe this content revision, not the date of every linked government publication. Rules and forms can change. New rates require verified datasets and regression checks. Report the page, statement, relevant year and official source through Contact and corrections. Do not send tax returns or identifying numbers. Material corrections should update related examples, tests and the project record. A downloaded draft has not been delivered.

Advertising and external links

Ads must be labeled and separate from controls. No payment determines the tables or editorial conclusions. External services have their own privacy policies. A source link does not guarantee its future availability or establish endorsement.