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How to Detect AI-Written Articles: NLP Patterns and Tools
No single method reliably catches AI-written text on its own, and that includes the detection tools built specifically for the job. Most AI detection tools rely on repetitive grammar and lexical patterns in the text, and not concrete data, meaning that they have a very wide margin of error, and can't reliably tell you if you're dealing with AI-generated content.
Do Fake Google Reviews Expire? How the Algorithm Cleans Up Spam
Fake Google reviews don't expire on their own. Google doesn't have a clock running in the background that quietly deletes reviews once they hit a certain age. A fake review from three years ago can sit on a business profile just as easily as one from three weeks ago, and it will stay there indefinitely unless something else takes it down: a policy violation, a suspended reviewer account, or one of Google's periodic spam sweeps.
FTC Influencer Guidelines: How to Legally Post Sponsored Content
One test underlies all of the FTC's influencer guidance: if a reasonable person watching your content wouldn't otherwise realize it's paid, sponsored, or gifted, you're required to tell them, clearly, in a place they'll actually see it before they finish scrolling past.
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