Features & Architecture

Architecture that keeps control inside your walls

ModelLinq combines on-prem infrastructure, governance workflows, and collaborative tooling so high-security teams can deploy AI safely.

Platform capabilities

Everything you need to deploy models safely in high-security environments.

On-Premises Only

Deploy ModelLinq entirely within your data center or private cloud. Core services run without outbound connections.

Multi-User Collaboration

Shared workspaces, versioned models, and approval stages keep research, data, and IT teams aligned.

Governance & Audit

Immutable audit logs capture every model change, dataset update, and inference request for compliance reviews.

Role-Based Access

Granular permissions ensure each department sees only what they need, from model registry to deployment controls.

Integration & Customization

Connect to existing systems via APIs, plug in your own models, and tailor workflows to internal policies.

Features & Architecture

Policy-Driven Model Orchestration

ModelLinq applies Policy-Driven Model Orchestration to enforce content governance across every workflow. Inputs and outputs are validated against institutional policies to maximize server efficiency while keeping every orchestration and content decision auditable and continuously self-optimizing.

Policy-based validation for inputs and outputs
Governed routing that maximizes server performance
Audit-ready orchestration with continuous optimization

Features & Architecture

Orchestration flow with multi-layer governance

Each layer applies policy checks and optimization so your models stay compliant and efficient end to end.

Input v

Layer 1: Policy Gate

Validate incoming requests against institutional rules and access policies.

v

Layer 2: Orchestration Engine

Route tasks across models to maximize server efficiency and reliability.

v

Layer 3: Output Governance

Apply masking and compliance checks before results leave the system.

v Output

Features & Architecture

From data to governed deployment

A clear flow keeps every model action visible, reviewable, and secure.

Secure Data Sources
Model Registry & Review
Collaborative Workspaces
Governed Deployment & Audit