Practical guides for checking video sources, examining manipulation signals, and interpreting AI-related evidence without treating any single clue as proof.
Begin with the closest task, then follow related methods when one check is not enough.
An AI video watermark is a provenance signal, not a truth badge. It may tell you that a compatible AI system generated or edited a video, but it does not automatically prove that the clip is unedited, correctly captioned, legally owned, or presented in the right context. The biggest source of confusion is that people […]
A Runway AI video in 2026 is no longer one kind of media. It might be generated from a text prompt, animated from a still image, or created by transforming real footage with AI while preserving much of the original scene. That difference matters because the evidence you should look for changes with the workflow. […]
AI-generated video is no longer easy to spot by looking for strange hands or a warped face. If you are trying to determine whether a clip was created with OpenAI’s Sora, the strongest workflow starts with provenance, then moves to source history, temporal consistency, physics, audio, and technical analysis. Visual glitches can still help, but […]
AI generated video is no longer limited to obviously artificial clips or face-swapped deepfakes. Modern systems can generate complete scenes from text, animate a real photograph, create speech and sound, extend a shot, or transform selected parts of genuine footage while leaving the rest untouched. That makes one question especially important: what exactly was generated? […]
WhatsApp scams are fraud attempts that use messages, calls, groups, links, QR codes, voice notes, videos, or stolen accounts to make a request feel trustworthy. The scam may begin with a stranger, but it can also arrive from the real account of someone you know after that account has been compromised. The strongest warning sign […]
AI impersonation is an identity attack, not a single type of deepfake. A scammer can copy a person’s face, clone their voice, imitate their writing style, create a fake account, reuse authentic video, or combine several of these elements until the target believes the message comes from someone they trust. That is why the strongest […]
A voice deepfake is not just a voice that sounds artificial. Modern AI can clone a real person’s vocal identity, generate new speech in that voice, convert one speaker into another, or place synthetic audio over genuine video. In a short, compressed social clip, the result can sound completely natural. That changes the verification problem. […]
News verification is the process of testing whether a news claim is supported by reliable evidence before you accept, publish, or share it. The claim may arrive as a headline, social post, screenshot, eyewitness video, audio recording, image, or breaking-news alert. The verification problem is the same: Who is making the claim, what is the […]
A scam video is usually not the scam itself. It is the trust-building layer that gets you to the scam. The clip may look like a product review, celebrity endorsement, breaking-news segment, customer success story, investment tutorial, giveaway, job offer, or support warning. What matters is what happens next: you are pushed toward a website, […]
