Write Scripts That Retain · Lesson 12 of 14 · 4 min
Fact-Check & Defamation Safety
Why every claim must be true, how to run a fact-check pass on AI scripts, and how to avoid stating harmful claims about real people.
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Every factual claim in your script has to be true. Not plausible, not defensible, not "well, someone said it." True. Gemini sits inside YouTube now, which means your transcript can be read and checked against what actually happened, and channels are already being terminated over false information sitting in their narration.
Which brings us to the uncomfortable part of scripting with AI. It hallucinates. Every single time. You can write "do not invent anything" into the prompt in capital letters and it will still hand you a date that never existed or a quote nobody said. So you run a separate fact-check prompt over the finished script and make it audit its own work, claim by claim, before that script goes anywhere near a voice. It catches its own inventions far more often than you'd expect. Do it on every script, not the risky ones.
Now the line you genuinely cannot cross, which is defamation.
Never state as fact that a real person is a criminal. Not a racist, not a homophobe, not a fraud. That's not a YouTube policy problem, that's a lawsuit, and it doesn't matter how confident the internet is about it. Soften the explicit words in your packaging too. Writing "TR" instead of spelling out trafficking in a title or a thumbnail is standard practice for a reason.
For anything speculative, frame it as rumour inside the script, in the narration, out loud. Then put a disclaimer on screen in the video and another one in the description. Both places, especially on celebrity news and gossip.
But understand what a disclaimer buys you, because people badly overestimate this. Channels running a disclaimer on every upload have still been hit. It's a layer, not armour. The actual protection is keeping your clickbait inside common sense and never alleging a crime.
There's room to stretch, and you should know exactly how much. Minor inaccuracy in the service of a click is survivable. Fabricating something serious is not. Making up that a person died, when they're alive, is the kind of claim that ends a channel and deserves to.
Verifying a celebrity rumour is easier than it sounds. Go back to whatever video the story came from and look for an actual clip of the celebrity saying the thing. If every version of the story is just a narrator asserting it, and no original footage exists anywhere, it was invented by whoever posted first and everyone else has been laundering it since.
Celebrity news itself isn't the danger. The terminations in that space landed on channels pushing fabricated stories and extreme clickbait, not on channels covering the news. Reporting the real story in a normal, measured style stays completely viable, even on something as hot as the Diddy coverage.
The same rule takes a different shape in other niches. In casino, real estate, buffet and location-report content, invented numbers or unverified claims get treated as Spam and Deceptive Practices, and that's a termination category. Pull your figures from real sources with proper HTTPS, and never link out to a sketchy site from the description.
In finance and wealth content, watch the promises specifically. YouTube is strict here. Don't tell people they'll make money. Talk about ways people try to grow their savings, and let that phrasing do the work.
And when a story is too volatile or too extreme to script safely, just wait. Watch how your competitors handle it first and see what language survives contact.
You can be wrong about a thumbnail. You cannot be wrong about a person.
Earnings mentioned in this course are examples, not typical or promised results. What a channel earns depends on its niche, audience and the work put in.
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