AI Governance, Risk & Compliance
Organisations are deploying AI faster than governance can keep up. New risks — model bias, data poisoning, prompt injection, regulatory exposure — do not fit neatly into traditional security frameworks. AI GRC builds the governance structure your AI systems need before regulators, customers, or attackers force the issue.
What Is AI Governance, Risk & Compliance?
AI GRC applies governance, risk management, and compliance frameworks to the specific challenges of artificial intelligence systems. It covers AI strategy alignment, model risk assessment, data governance for AI training and inference, bias and fairness evaluation, and regulatory compliance for AI-specific requirements.
The regulatory landscape is moving fast. The EU AI Act is in effect. Singapore’s PDPA has implications for AI training data. ISO 42001 provides a certifiable framework for AI management systems. Organisations deploying AI need a structured approach to these requirements, not ad-hoc responses to regulatory letters.
What’s Covered
AI governance across the full lifecycle.
AI Strategy Development
Strategic alignment of AI initiatives with business objectives, risk appetite, and regulatory requirements. We help you define what responsible AI means for your organisation in practical, measurable terms.
AI Risk Assessment
Structured risk assessment for AI/ML systems. Covers model risks (bias, drift, adversarial attack), data risks (poisoning, privacy leakage), operational risks (availability, performance), and compliance risks.
AI Governance Framework
Policies, roles, and decision-making structures for AI governance. Model inventory, approval workflows for AI deployments, incident response for AI-specific failures, and accountability mapping.
ISO 42001 Readiness
Gap analysis and implementation support for ISO 42001 (AI Management System). We prepare your organisation for certification with practical, achievable milestones.
EU AI Act Compliance
Risk classification of AI systems under the EU AI Act framework. Required documentation, transparency obligations, and conformity assessment support. Relevant for any organisation serving EU markets.
PDPA for AI
Data protection considerations specific to AI systems. Training data legality, consent for AI-driven profiling, data subject rights in the context of machine learning outputs, and breach notification for AI incidents.
Our Approach
Governance built for AI reality.
AI Inventory & Classification
Catalogue your AI/ML systems. Classify by risk level based on autonomy, data sensitivity, decision impact, and regulatory exposure. You cannot govern what you do not know exists.
Risk & Compliance Mapping
Assess each AI system against applicable regulatory requirements and risk categories. Identify gaps in data governance, model management, bias controls, and transparency obligations.
Framework Development
Build the governance structures — policies, approval workflows, monitoring requirements, and incident procedures. Tailored to your AI portfolio and organisational maturity.
Implementation & Training
Deploy governance processes, train relevant stakeholders, and establish review cadences. We support initial implementation and provide the capability for your team to maintain the programme.
Why Bravix AI GRC?
Security + AI Expertise
Most AI governance consultants lack security backgrounds. We combine offensive security expertise with AI risk knowledge — we understand prompt injection, model poisoning, and data exfiltration from first-hand experience.
APAC Regulatory Context
We understand the regulatory landscape in Singapore and APAC. PDPA, MAS expectations for AI in financial services, and emerging regional AI governance requirements are our baseline.
Practical, Not Academic
Our frameworks are designed for real organisations deploying real AI. Not theoretical frameworks that look good in presentations but collapse on contact with actual development workflows.
Certification Support
Whether you are targeting ISO 42001, responding to EU AI Act obligations, or satisfying customer due diligence, we provide the documentation, evidence, and audit readiness you need.
Govern Your AI Systems
Build AI governance structures before regulators demand them. Practical frameworks from security practitioners who understand AI risks.