NewThe detectors that scored perfect collapsed the hardest under attack.

Find where your detection fails, before an attacker does.

Two ways in, whether you run a detection system or build one.

See where your live system fails, and get the fix to your vendor.

A white-glove evaluation of your own system against the threats circulating now, built on data matched to your world.

Build the attack set for your world.

Custom data, externally produced or drawn from your own, matched to the threats your system meets.

Measure where your system fails.

A report mapping your detector against the current threat scope, per condition and per group.

Route the working attacks to your vendor.

The exact attacks that beat you, handed to your detector vendor to close the gaps.

We measure what a detector actually catches, not how it markets. See the method.

Request an evaluation

Harden your own detector against frontier attacks.

Pull labeled attack data through our API and red-team your model against what is landing now. Built for the teams that build detection.

The best-fit detector for your use case, chosen on evidence.

We benchmark public and private models, so we can tell you which one holds for your threat, not which one markets best.

Who the attacks are hitting.

Identity verification and KYC

Synthetic IDs and face-swaps are clearing remote onboarding.

Read the case
Hiring and interview platforms

Synthetic candidates are interviewing their way into real roles.

Read the case
Banks and financial services

Voice clones are defeating phone authentication.

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Enterprises and executives

Executive deepfakes are authorizing real wire transfers.

Read the case
Insurance

Claimants are using AI to inflate or fabricate damage, and a real-looking photo is no longer proof.

Read the case
Ecommerce

Fake listings, AI product shots, and doctored return photos are moving real money.

Read the case

Find your blind spot before someone else does.

Or email info@margensoftware.com.