How We Create Content

We believe you deserve to know exactly how the articles on GV Freedom are made. Here is our full editorial process — no fine print.

AI-assisted drafting, human accountability

We use AI tools to research topics and produce first drafts of our articles. We are transparent about that: every article on this site starts as an AI-assisted draft. What matters is what happens next — no article is published automatically. Every draft sits in a review queue until MJ Dawson, our founder, has read it, checked it, and approved it. Drafts that don't meet our standards are rejected and deleted.

Who reviews our content

MJ Dawson is a Houston-based entrepreneur and the founder of GV Freedom. He builds AI systems for small businesses and runs a 501(c)(3) family nonprofit. MJ writes about personal finance from the perspective of someone building businesses and financial stability for his own family — he is not a licensed financial advisor, and nothing on this site is personalized financial advice.

Every article carries a byline naming the responsible human: “By MJ Dawson · AI-assisted draft, reviewed by MJ Dawson.” If something is wrong in an article, a real person is accountable for it.

What our review checks

  • Factual claims are plausible and consistent with reputable sources
  • Nothing reads as personalized financial, tax, legal, or investment advice
  • Affiliate relationships are disclosed clearly on every page where they apply
  • Numbers, dates, and product details are current to the best of our knowledge

Not financial advice

GV Freedom publishes general financial education. We are not licensed financial advisors, accountants, or attorneys, and nothing on this site is personalized advice. Money decisions are serious — always consider your own circumstances and consult a qualified professional before acting.

Corrections policy

If we get something wrong, we fix it. When a reader points out an error — or we catch one ourselves — we correct the article promptly. For material errors (wrong numbers, outdated rules, misleading claims), we update the article as soon as we can verify the correction. Spotted a mistake? Contact us and we'll review it.

How we make money

Some links on this site are affiliate links: if you sign up for a product through them, we may earn a commission at no extra cost to you. Affiliate relationships never decide whether an article gets published — the human review described above does. Every page with affiliate links carries a disclosure at the top.