This page explains how Fynaio guides and tools are researched, written, checked and corrected. Money decisions matter, so the process is designed to keep every page accurate, useful and honest about its limits.
Choosing what to write
Each page answers one clear question that real readers ask about budgeting, saving or emergency planning. If two pages would answer the same question, they are combined rather than published twice.
Sources
Facts and figures come from primary sources wherever possible, such as US government consumer agencies, official statistics and standards bodies. The source is linked next to the fact it supports, so you can check it yourself. Opinions and rules of thumb are labelled as such and not presented as official guidance.
Worked examples and tools
Examples are written for Fynaio and use illustrative numbers, not real people’s finances. The arithmetic in each example is checked, and the calculations behind every tool are covered by automated tests before a change goes live.
How guides are checked and published
Fynaio’s owner publishes under the pen name Alyssa. Before publication, source links, consequential claims, example arithmetic and relevant tool behavior are checked, with automated tests where appropriate. The owner authorizes publication and remains responsible for corrections. Checks reduce mistakes but cannot guarantee that every error is caught, which is why corrections are welcome. Nothing is published without owner authorization.
Dates and corrections
Each guide shows the date it was published and, when it has been changed, the date it was last updated. If you find an error, please report it through the contact page with a link to the page. Errors are checked and corrected, and a significant correction is noted on the page.
Independence and limits
Fynaio does not accept payment to mention, rank or recommend products, and it currently shows no advertising. Guides give general information, not individual financial advice. Read more about Fynaio.