A product of AIPE · On-premises inference appliance

The monolith.

monolith brings AIPE’s engines to your floor — probe, inquiry, and reason running as real-time local inference on a bespoke machine you control: NVIDIA GPUs, high-capacity RAM, modern CPUs, clustered for high availability. Nothing leaves the building, and you can run it fully air-gapped.

Form
Bespoke on-prem appliance
Compute
NVIDIA GPUs · RAM · modern CPU
Runs
probe · inquiry · reason
Posture
HA cluster · air-gap optional
Unit · bespoke appliance · on-prem Bespoke
  1. probe
  2. inquiry
  3. reason
  4. your data

A cluster of NVIDIA GPUs, RAM, and modern CPUs, spec’d to your workload and clustered for high availability. The machine is yours, and so are the keys.

§ 01 · What it is

The engines run where your data already is.

monolith is AIPE’s software stack delivered as hardware: a bespoke, on-premises appliance — NVIDIA GPUs, high-capacity RAM, modern CPUs — that runs probe, inquiry, and reason as real-time local inference. No cloud dependency, no data egress, no third-party model calls. You get the engines on your own floor, behind your own boundary — spec’d to your workload, installed, supported, and kept current by us.

On your premises

Location
Your data centre
Egress
None · local inference
Keys
Yours · we don’t hold them
Network
Connected or air-gapped

Real-time inference

GPUs
NVIDIA · spec’d to workload
Memory
High-capacity RAM
CPU
Modern server-class
Availability
HA · Kubernetes-clustered

§ 02 · Why on-prem

Cloud AI sends your data out. monolith keeps it in.

Most AI means your most sensitive data leaves the building — to a provider’s cloud, a shared model, someone else’s logs. For a bank, a hospital, or a defence programme, that’s a non-starter. monolith works the other way: the model runs where the data already lives, under your control, with the option to cut the network entirely.

Cloud / API AI

  • Your data leaves the building
  • Shared, multi-tenant models
  • Egress you have to trust and log
  • An attack surface you don’t control
  • Availability at a vendor’s mercy
  • No option to go dark

monolith

  • Inference runs on your floor
  • Bespoke hardware · your tenancy
  • No egress — nothing leaves the boundary
  • A perimeter you own, hardened by us
  • Highly available · clustered
  • Air-gap on demand

§ 03 · What runs on it

Every AIPE engine, on your hardware.

  1. 01

    probe

    Verifiable audit agents — every finding proven by a reproducible evidence bundle, run against your estate without the estate ever leaving.

    Compliance & QA

  2. 02

    inquiry

    The grounded research engine — turns your sources into typed, cited, structured knowledge with no data egress.

    Research you re-run

  3. 03

    reason

    The real-time reasoning engine — persistent memory and calibrated judgment, running entirely on the local model.

    High-stakes conversation

  4. 04

    Your workloads

    Bring your own models and services; the appliance runs them alongside ours, under the same boundary and the same operator.

    Your stack

  • NVIDIA-accelerated
  • Spec’d per workload
  • Kubernetes-based · HA
  • Air-gap option
  • Installed & supported

§ 04 · Where it fits

Built for the floors where data can’t leave.

monolith is for organisations that are not allowed — by regulator, by contract, or by threat model — to send their data to someone else’s cloud.

  1. 01

    Financial services

    Where customer data, positions, and models are the business — and the regulator, not the vendor, sets the terms of where they may run.

    Banking · insurance

  2. 02

    Healthcare & life sciences

    PHI and clinical data that cannot leave the hospital network. The inference comes to the ward, not the ward’s data to a cloud.

    Clinical · research

  3. 03

    Government & defence

    Classified and controlled environments where connectivity itself is the risk. The appliance runs fully air-gapped, no cord to cut.

    Air-gapped

  4. 04

    Critical infrastructure

    Sovereign and operational data under mandate to stay in-country and in-house — energy, transport, and the law firms that serve them.

    Sovereign data

§ 05 · The build

Spec’d to your workload, not a fixed box.

monolith is bespoke. We benchmark candidate NVIDIA GPUs against your actual models and latency targets, size RAM and CPU to the workload, and cluster the result for high availability on Kubernetes. You get a machine built for what you run — not a one-size SKU, and not an overspend. We’re still testing configurations, so the spec is a conversation, not a catalogue number.

Security is in the boundary, not in secrecy: no data egress, your keys, an air-gap option, and a perimeter we harden and support. We deliver the hardware, the install, the software, the updates, and the data pipelines — a managed appliance we spec with you, test before it ships, and keep current.


Bring the model to your floor.

Tell us your constraints — the regulator, the data, the threat model — and we scope an appliance to match: connected or air-gapped, installed and supported, running the engines where your data already lives.

Request a briefing
Enquire
studio@aipe.is
Posture
Connected or air-gapped