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Spotting AI-Generated Images and Videos: A Practical Checklist

1Why Detection Is a Judgment, Not a Test2Visual Clues in AI-Generated Images3Visual Clues in AI-Generated Video4Context and Content Clues5Metadata and Provenance Signals6A Practical Checklist and Common Traps
Context and Content Clues

Tracing an image back to its first appearance

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Watch what the search actually returns: not a yes-or-no answer, but a list of appearances with dates and captions. The decisive move is comparing the earliest appearance against the post in front of you. If the earliest copy is older and carries a different caption, the image has been recycled. If it is a stock photo or a film still, the origin is settled. And if nothing earlier shows up, that is a null result — it means no earlier copy was found, not that none exists, because new, private, cropped, or recolored images often return nothing.
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Reverse image search takes a picture as the query instead of words and returns pages where that picture, or a close variant, has appeared. The practical value is not the search itself but the timeline it exposes. If the earliest indexed appearance is years old and shows the same scene with a different caption, the current post is recycled. If the earliest appearance is a stock photo, a film still, or a game render, the origin is settled. If the earliest appearance is the post you are already looking at, the image has no independent history — which is informative but not conclusive, because a genuinely new photo can also have no history.

Video search works the same way through keyframes: extract a distinctive frame, search it, and look for the same footage under a different label. The interpretation rules are identical, and so are the failure modes. Reverse search misses images that are new, private, heavily cropped, mirrored, or recolored, and it returns nothing for a scene that was never posted anywhere else. A null result means "no earlier copy found," not "no earlier copy exists."

The simulation below lets you run this workflow on a sample and watch how the earliest-match date and the caption history change your reading of the same picture.

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