Product / AI Inference

Adaptive defense, on the GPU.

AI inference created a whole new class of attacker state that survives a pod restart. Phorvex finds it and evicts it, without taking the model offline.

Your inference fleetDefended while it serves.
serviceonline
Your GPUsPhorvex maps inference.Your serving stack, measured live.
A model under probeExtraction, in silence.An adversary maps weights and the serving path.
Phorvex decidesWhat moves, and when.Inside the latency limits you set.
The ground movesCut off mid-stream.The attacker loses the map.
Stated plainly: Phorvex protects the model while it keeps serving.
The new attack surface

Attacker state that survives a pod restart.

Model theft. Prompt injection that outlives a restart. Tampered model components. GPU-level attacks. Pod-level tools address none of it.

No restart needed

Attacker state is removed while the service keeps running. The foothold dies. The service does not.

The model keeps serving

Your trusted model keeps answering requests while Phorvex defends it.

Sessions stay up

An attacker loses their footing mid-session, and nobody else notices.

Inside your latency limits

Every move on the GPU respects the latency limits you set.

Every decision on the record

Each move on your inference fleet is recorded with its reasons, like every move on your clusters.

Moves before the next stage

Phorvex understands the attack stages unique to AI serving and moves before the next one.

Every move is checked by the same safety gate that protects your clusters.

One engine, two products

Your clusters. Your inference fleet.

The same decision core that defends your Kubernetes clusters defends your inference fleet. It adapts to your fleet, a deterministic safety gate has the final say, and every decision is recorded.

Why become a design partner?

Design partners run Phorvex on their own serving stack, shape what we build next, and work engineer to engineer with our team.

The same brain. A new battleground.

Bring your serving stack. We will show you how Phorvex defends it.