Monday, October 26, 2026 · Edition updated 6:00 AM ETMON, OCT 26 editionNext edition in Next in --:--:--
Intelligence Verdict
Can AI do it yet? · Safety

Can AI spot a deepfake yet?

Deepfake detectors that work on lab benchmarks lose about half their accuracy on fakes circulating in the real world, and the commercial ones tested still trail trained human analysts.

  • 3 of 6Independently tested
  • 3pieces of evidence
The answer

Stage 3: independently tested.

The rule that placed itSomeone other than the maker has tested it: an independent benchmark, a peer-reviewed paper, or a hands-on test by a trusted outlet.

The evidenceOn deepfakes that actually circulated in 2024, open-source detectors' accuracy (AUC) fell by about half compared with older benchmarks; commercial detectors did better but not as well as human forensic analysts. Deepfake-Eval-2024, arXiv 2503.02857, May 27, 2026.

A stage says how far the evidence has got. It is not a rating of the AI and not advice.

  1. 1
    ClaimedNo evidence yet
  2. 2
    LaunchedNo evidence yet
  3. 3
    Independently testedPlaced here
  4. 4
    Tested with real peopleNo evidence yet
  5. 5
    Regulator-clearedNo approval process exists
  6. 6
    Widely used with a verified recordNo evidence yet
The evidence

Everything we found.

In ladder order, newest first within each kind. Makers' own claims are labeled as theirs.

Tested

What independent tests found

  • Deepfake-Eval-2024 authors (Chandra et al.)

    On deepfakes that actually circulated in 2024, open-source detectors' accuracy (AUC) fell by about half compared with older benchmarks; commercial detectors did better but not as well as human forensic analysts.

    “with AUC decreasing by 50% for video, 48% for audio, and 45% for image models compared to previous benchmarks.”

    Deepfake-Eval-2024, arXiv 2503.02857 · May 27, 2026

Regulator

Rules and approvals

Not found in our sources yet: what the makers claim; what has launched; tested with real people; how many people use it. No regulator approves AI for this task, so the approval step doesn't apply.