Blog.
Practical guides for checking video sources, examining manipulation signals, and interpreting AI-related evidence without treating any single clue as proof.
Verification guides for the evidence you have
Begin with the closest task, then follow related methods when one check is not enough.
AI Ads: Synthetic Advertising, Disclosure and Trust
AI ads are advertisements in which artificial intelligence materially creates, alters, or assembles part of the advertising creative. That can include generated images, synthetic video, AI actors, cloned or generated voices, virtual product scenes, translated speech, altered backgrounds, or automatically produced creative variations. Not every ad delivered by an AI-powered advertising system is an AI-generated […]
AI UGC: Synthetic Creator Ads, Trust and Verification
AI UGC is synthetic or AI-assisted content designed to look and feel like user-generated creator content. It often uses an AI avatar, generated voice, scripted testimonial, synthetic product demo, translated creator, or virtual presenter to reproduce the direct-to-camera style common in TikTok, Instagram Reels, YouTube Shorts, product pages, and paid social ads. The name can […]
Deepfake Romance Scams: Fake Video Calls and AI Trust
A deepfake romance scam uses AI-generated or AI-modified faces, voices, photos, video calls, or online identities to make a romantic relationship feel real enough to earn trust. The synthetic media is rarely the entire scam. It is usually one part of a longer relationship strategy that can end in requests for emergency money, gift cards, […]
InVID Verification: Check Viral Videos With Keyframes
InVID verification is a practical workflow for turning a video into searchable evidence. The InVID-WeVerify/VeraAI browser extension can extract representative keyframes from a video, send those frames to reverse image search engines, expose useful context and metadata, and help investigators trace footage back to earlier versions or a more credible source. The tool is especially […]
Deepfake Interview: AI Identity Fraud in Remote Hiring
A deepfake interview is a remote hiring interaction in which AI-generated or AI-modified video, voice, identity documents, profile images, or other synthetic media are used to make a candidate appear to be someone they are not. The fraud can range from a real person wearing a face-swap overlay to a stolen identity supported by a […]
Google Lens Video Search: Find Videos From Screenshots
Google Lens video search means using a screenshot or extracted video frame as a visual search query to find matching pages, similar images, objects, landmarks, people in context, and earlier uses of the same visual. Google Lens does not need to understand the entire video at once. For source tracing, one strong frame can be […]