Skip to main content
Neural Defend

Audio Deepfake Detection Benchmark Results

Neural Defend's Arcas models rank #1 of 28 on the independent Podonos audio deepfake detection benchmark, with 99.93% accuracy and three errors in 4,524 clips.

Podonos rank#1of 28

Independent audio deepfake benchmark

Detection accuracy99.93%

Arcas 290M and 90M, tied

Errors3

In 4,524 clips. None declined.

False positives0.1%

Real voices flagged as fake

Missed fakes0.0%

After rounding

Latency per clip89ms

Arcas 90M, fast enough for live calls

Podonos accuracy leaderboard for 28 audio deepfake detectors, led by Neural Defend Arcas 290M and Arcas 90M at 99.9%
Chart: Podonos, October 2026

#1 of 28 on an Independent Benchmark

Podonos runs an independent benchmark for audio deepfake detectors. It keeps the labels for 4,524 English clips, made with about 25 current voice cloning and text-to-speech tools, and scores every vendor itself. In the October 2026 update, both our Arcas models tied for first out of 28 systems with three errors each. Third place, deetech.ai, made about 20 errors on the same clips. Resemble DETECT-World made 24.

The Fewest Errors of Both Kinds

Arcas flagged 0.1% of real voices as fake and, after rounding, missed none of the fakes. No other commercial system was at or below 0.1% on both. For a bank contact center or an IT help desk, that means fewer genuine callers pushed into extra checks and no cloned voice let through.

Scatter chart of false positive rate against false negative rate for 28 audio deepfake detectors, with both Neural Defend Arcas models in the lower-left corner
Chart: Podonos, October 2026

Fast Enough for Live Calls

Arcas 90M matched the larger model's accuracy at 89 ms per clip, and Arcas 290M took 118 ms. Both run well inside a live call, which is how NeuroCall uses them. As with most systems on the board, these latency figures are reported by the vendor.

Scatter chart of accuracy against real-time factor for 28 audio deepfake detectors, with Neural Defend Arcas 290M and 90M at the top left
Chart: Podonos, October 2026

Test It on Your Own Audio

A public benchmark gives you a shortlist. Before you buy, run your own test set and price out what each kind of error costs you. We're happy to run Arcas on your audio.

Source record

Sources and references

  1. PodonosAudio Deepfake Detection Benchmark: Neural Defend Leads as 13 Systems Clear 95%Published October 29, 2026. Verified November 3, 2026.
  2. PodonosAudio Deepfake Detection BenchmarkVerified November 3, 2026.
  3. Podonos on GitHubaudio-dfd-benchmarkVerified November 3, 2026.

Live voice protection

Put the #1 audio deepfake detector on your calls

NeuroCall runs Arcas on live calls and flags cloned voices while the caller is still on the line.

Explore NeuroCall