MAIL PRISM AI

Email security AI
that judges intent

Our own language model — no open weights, by design, for security

Fraud emails with no links and no attachments: MAIL PRISM AI reads between the lines — the intent behind the words — and makes the call.

354M→ 1.5BOur own language model, built from pre-training
GPU 0· 0 sent outJudges on Intel AMX CPUs without a GPU — no email leaves the server to be judged
AUC 0.972Judgment measured with legitimate email included

At 10,000 emails a day, that is 1.536 billion tokens a month.
At no extra cost.

5,120 tokens per email × 10,000 emails a day × 30 days = 1,536,000,000 tokens

MAIL PRISM AI reads and judges each email in 5,120 tokens. Unlike external AI services, there is no per-token charge — it judges on the CPU inside your gateway, without a GPU.

A language model we built from pre-training up

Architecture
Transformer decoder · 24 layers · hidden size 1,024 · 16 attention heads
Training stack
RMSNorm · RoPE · SwiGLU · MTP · BF16 · FlashAttention
Judgment training
Systematic SFT

Not a shrunk or fine-tuned public model. We designed it ourselves, from architecture to training.

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