PreFrox: Responsible AI Governance Platform | Enkefalos

RESPONSIBLE AI GOVERNANCE PLATFORM

Trust every AI decision.
Govern every AI system.

The executive control layer for enterprise AI.

PreFrox™ governs agents, LLMs, copilots, predictive models, and automated workflows through policy-driven oversight, risk management, compliance assurance, runtime enforcement, and human accountability.

Governance at a glance.

7

Core Trust Pillars

42

+

Controls per Trust Pack

100

%

Audit-ready evidence

2-4

h

Readiness assessment

From AI inventory to runtime governance

PreFrox registers, assesses, guardrails, enforces, and evidence of AI systems throughout their lifecycle so organizations can scale AI with clearer control and accountability.

Register every AI system

Maintain a living inventory of agents, copilots, models, assistants, and automated workflows.

Assess risk and compliance

Evaluate business, operational, privacy, model, third-party, and regulatory risk before production.

Enforce policy at runtime

Apply guardrails, detect violations, and route high-risk decisions for human review.

Capture evidence and accountability

Retain policy outcomes, human actions, and audit-ready evidence for reporting and oversight.

Governance that stays with AI after deployment

PreFrox is not a one-time assessment. It embeds policy-as-a-service into the AI lifecycle, so governance continues through testing, release, and live operation.

Policy Engine

Centralize policies, version control, approval workflows, templates, and custom controls.

Trust Packs

Deploy industry-focused policies, controls, evidence requirements, and assessment templates.

Seven Trust Pillars

Continuously evaluate fairness, transparency, privacy, accountability, safety, inclusiveness, and sustainability.

Runtime Guardian

Enforce policies in real time with continuous monitoring, violation detection, response controls, and escalation.

Human Review Queue

Escalate high-risk decisions, capture approvals and overrides, and preserve accountability

Audit & Evidence Vault

Maintain immutable logs, evidence collection, traceability, and executive or regulatory reporting.

A clear path from registration to runtime control

Register

Assess

Apply & Test

Gate & Enforce

Evidence & Report

One control layer for the full AI lifecycle

The preview below highlights the capabilities that connect policy, risk, guardrails, testing, human oversight, and evidence across enterprise AI.

AI System Registration

Create and maintain a living inventory of agents, copilots, models, assistants, and automation workflows.

Risk & Compliance Engine

Map AI systems to regulatory and industry requirements with continuous risk and compliance scoring.

AI Guardrails

Protect prompts, validate outputs, detect hallucinations, and control sensitive content and tool access.

Simulation & Testing

Run scenario, adversarial, red-team, bias, stress, and safety testing before release.

Governance Intelligence

Monitor risk trends, policy violations, model performance, maturity, and compliance readiness.

Release & Runtime Controls

Gate versions before release, enforce live policy, and escalate exceptions to authorized reviewers.

Mapped to the frameworks governance teams already use

PreFrox supports governance and readiness activities across widely used AI, privacy, resilience, and industry frameworks.

EU AI Act ISO 42001 NIST AI RMF GDPR DORA HIPAA

Built for AI environments where trust matters

PreFrox is positioned for organizations deploying AI where sensitive data, consequential decisions, and regulatory accountability require continuous oversight.

Insurance

Healthcare

Banking & Financial Services

Telecommunications

Government

Legal Services

Life Sciences

Energy & Utilities

Higher Education

Where Responsible AI becomes operational governance

PreFroX continuously evaluates AI against seven Responsible AI pillars, enterprise policies, and governance requirements - turning findings into clear actions, human review, and traceable evidence.

Seven Responsible AI Pillars

Fairness, transparency, privacy, accountability, safety, inclusiveness, and environmental sustainability.

Policy-driven decisions

Apply configured policies and controls to guide AI actions, manage exceptions, and determine when human intervention is required.

Human accountability

Route high-risk decisions to authorized reviewers and record approvals, overrides, and responsibility.

Audit-ready evidence

Capture policy results, governance events, human actions, and reporting evidence for review.

Frequently Asked Questions

PreFrox is a Responsible AI governance platform that acts as the executive control layer for agents, LLMs, copilots, predictive models, and automated workflows.

Organizations can register and govern agents, copilots, predictive models, assistants, and automated workflows across development, deployment, and live operations.

No. Governance continues from registration and testing through release gates, runtime monitoring, evidence capture, and system retirement.

Each interaction is evaluated against configured policies and Responsible AI pillars before PreFrox returns PASS, WARN, BLOCK, or ESCALATE.

Trust Packs provide pre-built policies, controls, evidence requirements, and assessment templates. Organizations can also configure custom controls, approvals, and policy versions.

High-risk decisions enter a review queue, while policy results, approvals, overrides, user actions, and traceability records are retained for accountability and reporting.

PreFrox supports governance and readiness activities for the EU AI Act, ISO 42001, NIST AI RMF, GDPR, DORA, HIPAA, and industry-specific requirements.

REST APIs and SDKs connect PreFrox with AI applications, policy and data sources, CI/CD pipelines, and observability environments without replacing existing systems.

Govern intelligence. Build trust.

PreFrox brings AI inventory, risk assessment, policy enforcement, runtime guardrails, human review, evidence capture, and executive visibility into one governance platform.