YouTube monetizes AI content — and demonetizes a specific subset of it. What the inauthentic content policy actually targets, why disclosure is not the risk, and the line between tool and replacement.
3 min read
Beauty content is watched at full screen by people looking closely at skin. Which formats survive that scrutiny, why generated 'before and after' is a line not to cross, and what each clip costs.
3 min read
Food video lives on texture, steam and the moment of the cut. Which parts of a food creator's output AI can carry, which parts it visibly cannot, and what each costs per clip.
3 min read
Fitness is the hardest niche for generated video — full-body motion, correct form, and an audience that spots fakery. The three formats that hold up, the one that never will, and what each costs.
3 min read
AI lip sync reports 85-95% accuracy, which sounds finished until you learn which 5% fails. The four conditions that break sync, how to test honestly, and what it costs per minute.
3 min read
Translating a video into Russian with your own voice and matched lip movement is one API call at $3.00 a minute. The specific things Russian breaks, and how to check the output before you publish.
3 min read
Spanish is the strongest pair in AI dubbing and the one where the biggest mistake is not technical. What it costs per minute, and why picking a regional variant matters more than picking a tool.
3 min read
Celebrity face-swap edits are all over the feed and are the single fastest way to get an account actioned. What the models and platforms actually block, and the version of the format that is yours to keep.
3 min read
Turning one still photo into a speaking video is now a single API call. Which model to use for script-driven versus audio-driven talking heads, what each costs, and the settings that keep the face stable.
3 min read