AI content quality is not a property of the model you pick. It is a property of the gates you run every draft through before it goes live. A strong model with no gates publishes confident mistakes. A modest model with strict gates publishes useful pages. The gates are the product.
This post describes four of them: facts, originality, usefulness, and consistency. At the end there is a short checklist version you can run in a few minutes per piece.
Why AI content quality is your problem, not the model's
A language model predicts plausible text. Plausible is not the same as true, and the model has no way to tell the difference on its own. When a fabricated detail ships, the reader does not blame the model. Your name is on the page and your domain takes the reputational hit.
Readers and search engines judge the page, not the pipeline that made it. That is actually good news: it means the quality bar is entirely within your control, regardless of which tool did the drafting.
Gate one: fact-check every checkable claim
A checkable claim is anything a reader could verify: numbers, dates, names, prices, product capabilities, quotes, legal or tax statements. The rule is simple. If a claim can be checked, check it against a source you actually opened. If it cannot be checked, ask why it is in the draft at all.
Be hardest on citations. Models fabricate sources, and a fabricated source looks exactly like a real one until you click it. A string that looks like a citation is not a citation until you have opened it and confirmed it says what the draft claims it says.
The disposal rule for anything that fails: delete it, or rewrite it as your own opinion and label it as one. An honest opinion outranks a fake fact in every way that matters.
Gate two: test for originality
Originality has two layers. The narrow one is closeness: the draft should not echo any single source too tightly, and a plagiarism check is cheap insurance if the draft leaned on research. The broader layer matters more: does the piece say anything the current top results do not?
The test takes five minutes. Search your target keyword and skim the top three results. If your draft could be swapped with any of them without a reader noticing, it fails. The fix is not more paragraphs. It is adding the thing only you have: first-hand experience, your own data, a worked example, or a position the others are too cautious to take.
Gate three: confirm it is actually useful
Useful means the reader can do something after reading that they could not do before. Check that the core answer appears early, not after six paragraphs of wind-up. Check that advice is concrete enough to act on. A page can be accurate, original, and still useless if it stays abstract.
Then run the skim test, because that is how people actually read. Look at only the headings and the first line of each section. If a skimmer gets the core answer from that pass alone, the structure works. If not, fix the headings before you fix anything else.
Gate four: voice and honest claims
Last, read the piece as your brand. Does it sound like the rest of your site, or like it was airdropped in? Are product names and terms used the way you use them everywhere else? And most important for a marketing site: does every claim about your product describe what it does today, not what the roadmap hopes it will do next quarter? A phantom promise is a support ticket with a delay on it.
Run the checklist the same way every time
A checklist only works if there is a moment where it runs, so put a hold-for-review step between draft and publish and make it unskippable. This is how we built Creaiter: it drafts and publishes from one chat, but it holds work for your approval rather than shipping on its own, precisely so these gates have somewhere to stand. Whatever your tooling, never let publish be one click away from draft.
The compressed version, to run on every piece before it ships:
- Every checkable claim verified against a source you opened yourself
- No invented statistics, studies, quotes, or citations anywhere in the draft
- The piece adds something the current top results do not have
- A skimmer gets the core answer from headings and first lines alone
- Every product claim is true today, and the piece sounds like your brand
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