On-demand ephemeral inference is in early access Request access →
Private AI infrastructure for legal

Ephemeral by default.
Privileged by design.

Run AI over privileged data in isolated, ephemeral compute. Requests execute in protected environments, exit through controlled static egress, and leave no persistent session state behind.

ZERO RETENTION BY DEFAULT/STATIC EGRESS/PRIVATE MODELS/ONE SECURITY BOUNDARY
PRIVILEGED RUNTIMEIDLE
AWAITING REQUEST
gateway
api.privilegedinfra.com
endpoint
/v1/chat/completions
runtime
none

PRODUCT VISUALIZATION · ILLUSTRATIVE VALUES

Procurement

One infrastructure boundary instead of an AI supply chain.

Your lawyers shouldn't need to understand your AI supply chain to trust it. Privileged collapses five vendor relationships into one security boundary.

Without Privileged
Legal team
Model provider
GPU / compute provider
Cloud provider
Legal data provider
Model-customization vendor
× multiple contracts× multiple DPAs× multiple security reviews× multiple trust boundaries
With Privileged
Legal team
Privileged
ComputeModelsLegal data
✓ one API✓ one infrastructure layer✓ one security boundary✓ simplified procurement
Execution model

Nothing persists, because persistence is not part of the execution model.

Request → Authenticate → Authorize → Provision → Isolate → Execute → Stream → Audit → Destroy. The full lifecycle of a privileged request, by design.

01
RECEIVE

Receive

An authenticated request enters through the Privileged gateway. Identity, scope, and policy are resolved before any compute is provisioned.

AUTHENTICATED
02
ISOLATE

Isolate

An ephemeral environment is provisioned for the workload — single-tenant, read-only root, RAM-only scratch. No persistent disk is attached.

ISOLATED
03
EXECUTE

Execute

The model and temporary context exist only for the active execution. Output streams out through controlled, static egress as it is produced.

ACTIVE
04
DESTROY

Destroy

On completion the environment is torn down and memory released. Only payload-free metadata is retained. Teardown is verified, not assumed.

TERMINATED
The execution boundary

A protected space that appears, does the work, and disappears.

Every privileged request runs inside a boundary that exists only for the length of the work. When the session ends, the environment and everything in it are gone.

APPEAR·EXECUTE·PROVE·DESTROY
Product

Four primitives. One security boundary.

Compute, network, models, and data — each engineered as a product surface, not a feature checkbox.

AEphemeral runtime

Compute that exists only when the workload does.

Environments provision on demand, run your model in RAM, and are destroyed when the session closes. No persistent disk is ever attached to a privileged workload.

RAM ONLYSESSION SCOPEDDESTROY ON CLOSE
eph-runtime EPHEMERAL
memory
RAM only
disk
DISABLED
scope
SESSION
on close
DESTROY
provisionexecuteteardown
BNetwork boundary

Private AI without unpredictable network behavior.

Every request enters and exits through controlled, static egress with a fixed infrastructure identity your firewall can whitelist once. Default posture is deny unless explicitly allowed.

STATIC EGRESSFIXED IDENTITYDENY BY DEFAULT
Network boundary
Firm networkcontrolled ingress
Static egressfixed identity
Privileged gatewaypolicy + routing
Ephemeral computeisolated
CPrivate models

Bring the model you actually want to run.

Host private and fine-tuned models in isolated environments, or run open and Privileged-hosted models through one logical identifier. Weights stay yours and are never used for training.

PRIVATE HOSTINGLoRA / ADAPTERSNO TRAINING
Private model registryISOLATED
privileged/legal-largev•
customer/acme-litigation-v7v•
open/llama-4v•
access
private
training
disabled
deployment
isolated
DLegal data fabric

Legal data through one controlled interface.

Reach case law, dockets, regulations, and your own sources through a single provider abstraction — governed by the same policy and audit layer as everything else.

ONE APIPOLICY GOVERNEDAUDITED ACCESS
Legal data fabric
Case lawCourt docketsRegulations & statutesCustomer knowledgeProprietary datasets
One controlled interface
Architecture

Simple API outside. Sophisticated infrastructure underneath.

One OpenAI-compatible endpoint fronts a control plane, an ephemeral runtime, and controlled egress — each separated by an explicit security boundary.

Privileged control planepersists metadata · never payloads
IdentityOrganizationsProjectsPolicyModelsDeploymentsRuntime schedulerAudit
Client
Law-firm application
OpenAI-compatible request over TLS 1.3
POST /v1/chat/completionsBearer pi_…
Gateway
Privileged gateway
Identity · authorization · policy · routing · audit
thindeterministic
Scheduler
Runtime scheduler
Policy · capacity · provider & region selection
provider-neutral
Runtime EPHEMERAL
Ephemeral GPU environment
Model · temporary context · RAM scratch
read-only roottmpfsno persistent disk
Egress
Static, controlled egress
Fixed identity · deny unless allowed
ModelsLegal data
Teardown
Runtime destroyed
Memory released · teardown verified · 0 B retained
Infrastructure plane
KubernetesGPU poolsNetwork policySecretsTerraformHelmProvidersRegionsObservability
Security posture

Security is a property of the architecture, not a marketing promise.

Each control is engineered at the infrastructure layer and enforced in code — not retrofitted through policy language.

Zero-retention applies within the boundaries Privileged controls. Persistent workflows are opt-in and customer-configured. No certification is claimed on this page.

ControlStatus
Session persistenceNONE BY DEFAULT
Training on customer dataDISABLED
Ephemeral executionENABLED
Static, controlled egressENABLED
Tenant isolationENFORCED
Isolation classesGRADUATED
TLS in transit1.3
Customer-managed keysAVAILABLE
Environment teardownVERIFIED
Audit logAPPEND-ONLY
By design

The numbers that actually matter.

Not throughput benchmarks — the architectural facts a security team verifies.

0 B
Session data retained by default
1
Security boundary instead of a supply chain
RAM
Only scratch — no persistent disk attached
Static
Egress identity your firewall whitelists once
Infrastructure surface

Privileged cloud, at a glance.

Architecture states describe how a privileged workload runs — not live production telemetry.

DEMONSTRATION ENVIRONMENT
Region
US-EAST
OPERATIONAL
Runtime model
Ephemeral
RAM-ONLY
Egress
Static IP
FIXED
Disk persistence
Disabled
0 B
Tenant isolation
Single-tenant
ENFORCED
Session retention
None by default
0 B
Teardown
Verified
AUTOMATIC
Gateway
OpenAI-compatible
READY
Use cases

Built for the people accountable for the data.

Run AI against privileged matter data without creating another uncontrolled data silo.

  • Litigation & discovery analysis
  • Document review & drafting
  • Matter and precedent search
  • Internal knowledge retrieval
  • Private inference over sensitive files
Alignment

Infrastructure your lawyers and engineers can agree on.

Privileged sits between technical and legal requirements — so neither team has to compromise to trust the other.

01Security
  • Static network boundary
  • Tenant isolation
  • Encryption in transit
  • Controlled egress
  • Auditability
02Legal
  • Data processing agreement
  • Retention controls
  • Subprocessor transparency
  • Defined security boundary
  • Policy enforcement
03Engineering
  • OpenAI-compatible API
  • Model flexibility
  • Custom deployments
  • SDKs & CLI
  • Observability
Privileged
Request access

Private AI shouldn't require a private cloud.

Run privileged inference without carrying the operational burden of building the entire stack yourself. Tell us what you're trying to run — we'll help determine the appropriate private inference architecture.

EPHEMERAL INFERENCE · STATIC EGRESS · PRIVATE MODELS · LEGAL INFRASTRUCTURE