Skip to content
Vareon
Start a pilot
en

Blocks every attack, and lets ordinary work through.

300 paraphrased attacks from six families, and harmless requests written to resemble them. Every approach got the same known attacks and the same harmless examples, and was tuned to the same false-alarm target. Then Duplex was poisoned on purpose.

See it happen →Every result

Internal benchmarks. Every figure on this page comes from tests Vareon ran itself and has not been independently verified. Read the disclaimer

  • 0%*Attack successAcross six families of paraphrased attacks
  • 0.7%*False refusalsThe lowest of any approach that blocked every attack
  • 40 / 40*Poisoned samples removedAccuracy back within 1 point

* Figures from Vareon’s internal benchmarks, not independently verified. Read the disclaimer

300 attacks, and harmless look-alikes.

300 paraphrased attacks from six families, and harmless requests written to resemble them.*

Step 1 of 4: The stream

Every attack blocked, with 0.7% false alarms.*

Attacks that got through, and harmless look-alikes refused by mistake.

Step 1 of 2: Attacks through

Two approaches blocked every attack: Duplex, and a cache with retrieval and a knowledge graph.*

Poisoned on purpose, then repaired.

40 samples with deliberately wrong answers, removed exactly or rolled back.

Step 1 of 5: Learned

Duplex has learned from ordinary, legitimate work.*

How it was run.

Attacks
Six families, from prompt injection to label flipping, with 50 paraphrased attacks each.
Look-alikes
A harmless request written to resemble each attack, from templates never used for tuning.
Compared with
GPT-5.5 behind a keyword blocklist, a semantic cache armed with the known attacks, and that cache with retrieval and a knowledge graph.
Kept equal
The same model, known attacks, harmless examples and false-alarm target for every approach.
Poisoning
40 samples with flipped answers, then two repairs: removing exactly those samples, and rolling back to an earlier state.

What it means for your work.

  • Attacks stay out.

    Duplex blocked every paraphrased attack.

  • Ordinary work gets through.

    0.7% of harmless look-alikes were refused, the fewest of any approach that blocked everything.*

  • Mistakes can be taken back.

    Deliberate poisoning was removed exactly, or rolled back to an earlier state, bit for bit.

Your rules come first →
Next: Learns a new skill on its own, with the model switched off.Read it →

See it on your own work.

From your own assistant to every agent your company runs, a pilot puts Duplex on your own work, with the measures agreed before it begins.

Start a pilot →Every result

Your data, your choice.

vareon.com uses no analytics, advertising or third-party trackers, and Vareon does not sell your data. If you accept, the site remembers your light or dark appearance on this device for a year. If you deny, it stores only what it needs to work.

You can change your choice at any time under Privacy choices at the foot of every page. Read the privacy policy