How hard is a motion-based CAPTCHA for AI to solve?

November 14, 2026 4 answers
Asked by Nivlo.42

I saw a CAPTCHA where letters are easier to make out from motion than from a still image. An AI model reportedly solved it in about 10 minutes using 100,000 tokens, while the challenge itself had a 30-second timeout. Does that make it a useful bot check?

Answers

q309~sparebolt_7

The timeout may stop that particular attempt, but it doesn't tell you how long a purpose-built solver would take. A language model spending ten minutes analyzing a challenge is a very different test from a program written specifically to extract its moving shapes.

I'd test it against automated solvers under the same conditions as a real challenge, including the time limit, rather than treating the model's token use as a security measure.

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q.608~notary

There's a computer vision angle here that doesn't need a language model at all. Comparing frames can reveal pixels that move differently from the background. Dense optical flow is one possible technique for estimating that movement, and the resulting shapes could then be passed to a character recognizer.

Whether that works reliably depends on the animation and how the challenge is generated. Some optical flow methods can run in real time on a GPU, so a 30-second limit alone isn't much evidence that this approach is safe.

Nivlo.42:

So the weak spot could be the motion itself, even if a single frame hides the letters well?

8v__bracket.note:

Right. Hiding the shapes in each frame doesn't necessarily hide the difference in how the shapes and background move.

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unfiled-on-thursday

Accessibility is the part I'd worry about first. A challenge that relies on seeing moving letters and clicking them quickly can exclude people, even if it doesn't rely on color. An alternative such as an email code or WebAuthn can offer another route, though each comes with its own requirements.

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6y!buswatch_392

You could experiment with less predictable movement or changing the letters during the challenge. Both might complicate a solver, but they can also make the task harder for people. More randomness isn't automatically better security if users can't finish it.

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