Ephemeral inference for law

Ephemeral by default.
Privileged by design.

Containers that spin up, run your model, and vanish the instant the token stream closes. Static-IP egress your firm's firewall can whitelist once. Zero-data retention engineered in — not negotiated for months.

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$ privileged run --model client-vault:latest
container: eph-a3f2b1c ip: 5.161.239.237 status: ready
stream: token-0 → token-1 → ... → token-n
stream closed — container decommissioned
persistence: none  |  data written to disk: 0 bytes
Days
to sign a DPA — not months
Zero
data persisted to disk, ever
Static IP
firewall whitelisting for BigLaw
Product

One platform. Every workload.

Run custom legal models, bundle premium data feeds, and white-label partner compute — all through a single DPA, signed in days.

Ephemeral inference

Containers spin up, load your model, and are destroyed the moment the token stream closes. Nothing touches disk.

Static-IP egress

All traffic exits through a fixed high-availability gateway. Your security team whitelists us once — forever.

Zero-data retention

Prompt, context, and generated tokens live only in volatile memory. No non-volatile writes. Ever.

Multi-provider routing

Route inference requests across whitelabel partner compute — data centers, inference providers, and GPU clusters — with automatic failover.

Partner compute

Whitelabel data-center and inference-provider capacity at near-zero cost. We pass the margin on.

Enterprise DPA ready

One pre-audited Data Processing Agreement. No negotiating with five vendors. Sign and run in days.

Custom model hosting

Host fine-tuned legal models in isolated environments. Your weights stay yours, never shared across tenants.

LoRA hot-swap

Inject client-specific LoRA adapters in milliseconds. A single base model, infinite firm-specific customizations.

Private model vaults

Law firms upload proprietary models trained on internal precedents. Isolated, ephemeral, and never co-mingled.

Premium legal feeds

Bundle case law, docket registries, and regulatory feeds under one API — and one brand.

Unified interface

One SDK to query law, dockets, and regulations alongside your custom models. No tab-switching.

Revenue-share model

Data partners earn when their feeds are consumed. Your margin is the bundled inference and security layer.

The problem

Enterprise legal AI is stuck in a paperwork bottleneck.

  • Zero-data-retention agreements with the major clouds take months of audits, minimum-spend commitments, and enterprise sales theater
  • Firms can't verify where data flows, how it's encrypted, or when it's shredded inside a third-party API
  • BigLaw firewalls need fixed, whitelisted addresses — standard serverless functions can't provide them
One DPA.
Signed in days, not months.

Privileged is the pre-audited intermediary. Firms sign a single ironclad agreement with us — not five vendors.

  • Absolute zero retention — volatile memory only
  • No training on your data — contractual and technical
  • Hardware-level model isolation
  • TLS 1.3 + AES-256 with customer-managed keys
Architecture

Short-lived, static-egress, and gone on stream close.

Every request runs in an ephemeral container that exits through a fixed, high-availability NAT gateway. Decommissioned the instant the token stream closes.

Client
Legal app
Tokenized requests over TLS
→
Gateway
Router
Spawns ephemeral container
→
Compute
Ephemeral inference
LoRA weights hot-swapped in ms
→
Egress
Static-IP NAT
Fixed, whitelisted addresses
Partner legal data — case law, dockets, regulatory feeds
Client private VPC — your network, your firewall rules
Capabilities

Everything a firm's IT auditor asks for.

Ephemeral inference

Containers spin up, load your model, and are destroyed the moment the token stream closes. Nothing touches disk.

Static-IP egress

All traffic exits through a fixed high-availability gateway. Your security team whitelists us once.

Zero-data retention

Prompt, context, and generated tokens live only in volatile memory (RAM). Guaranteed.

Custom model hosting

Fine-tuned legal models and private firm vaults, hot-swapped via LoRA adapters in milliseconds.

White-label data

Bundle premium case-law, docket, and regulatory feeds under one interface and one brand.

Partner compute

Whitelabel data-center and inference-provider capacity at near-zero cost — and we pass the margin on.

Security & compliance

The checklist your IT auditor will run.

Every domain is engineered in from the infrastructure layer — not retrofitted via policy.

Domain
Implementation
Legal / compliance value
Data persistence
Ephemeral storage destroyed immediately on container termination
Absolute zero-data retention — no negotiation
Network boundary
All outbound traffic flows through a fixed, high-availability NAT gateway
Static-IP firewall whitelists for BigLaw
Encryption
TLS 1.3 in transit; AES-256 at rest with customer-managed keys
Federal and state privilege mandates
Model isolation
Custom LoRA adapters injected into temporary shared-memory volumes
No cross-client leakage on shared infra
Early access

Run privileged inference.

Early access is open to a limited set of law firms and legal-engineering teams building on specialized models and premium data.

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