We help organisations deploying AI build a defensible governance programme: model inventory, risk classification, evaluation, monitoring and alignment to ISO/IEC 42001, NIST AI RMF and the EU AI Act.
Experienced governance, risk management, and compliance (GRC) leader with over 15 years of industry expertise. He heads deep-dive regulatory compliance, data privacy, and AI governance implementations at MAST Consulting.
Context, scope, delivery and impact — written for buyers, boards, auditors and search engines alike.
Layer 01 — Context
Context & Why It Matters
01
Enterprise AI adoption — generative AI, agentic systems, predictive models, RAG pipelines — has outpaced governance in most organisations.
ISO/IEC 42001:2023 is now the certifiable AI Management System standard, the EU AI Act came into force August 2024 (with high-risk obligations from 2026), and regional regulators (UAE Office for AI, SDAIA AI Ethics Principles, India's MeitY Responsible AI, CBUAE AI/ML Guidance) all expect documented oversight.
Boards face material legal, reputational and prudential risk from ungoverned AI.
Layer 02 — Scope
Scope & What It Covers
02
Coverage includes AI system inventory and discovery, risk classification under ISO 42001, EU AI Act (prohibited, high-risk, limited, minimal) and NIST AI RMF (Govern, Map, Measure, Manage), use-case approval workflows, model cards and data sheets, evaluation and red-teaming (bias, robustness, jailbreak, prompt-injection, hallucination), monitoring (drift, performance, abuse), human-in-the-loop design, third-party model risk (OpenAI, Anthropic, Google, Meta, in-house), and AIMS audit readiness for ISO/IEC 42001 certification.
Layer 03 — Approach
Our Approach & Delivery
03
ISO/IEC 42001 Lead Implementers, supported by data scientists and ML engineers, run a four-stage delivery: inventory, classify, govern, certify.
We embed governance into your existing model lifecycle (MLOps, LLMOps), set up an AI governance committee, deploy evaluation harnesses (Garak, PyRIT, Promptfoo, Inspect AI, OpenAI Evals), and prepare the AIMS for external certification by accredited bodies (BSI, TÜV, DNV) — currently a competitive differentiator.
Layer 04 — Impact
Business Impact & Outcomes
04
Organisations gain regulator-defensible AI governance, demonstrable due care under the EU AI Act and emerging GCC rules, faster and safer AI deployment (because approval is a workflow not a roadblock), and audit-ready evidence for board, investor, customer and regulator scrutiny.
ISO/IEC 42001 certification is increasingly cited in enterprise RFPs for AI vendors.
At a glance
Process flow, compliance checklist and benefits.
A visual breakdown of how the engagement runs, what evidence we leave behind, and the business outcomes you can defend at the board.
Process flow
How we deliver AI Governance & ISO 42001.
01
Inventory
Discover all AI and ML systems across the estate.
02
Classify
Risk-tier each system using ISO 42001 and EU AI Act criteria.
What ISO/IEC 42001 auditors, the EU AI Act and the NIST AI RMF expect to see for a defensible AI governance programme.
AI system inventory
Every in-house model, AI feature and third-party / embedded AI service catalogued with owner.
Risk classification
Each system tiered against ISO/IEC 42001, NIST AI RMF and EU AI Act high-risk criteria.
AI Management System (AIMS) policies
Acceptable use, evaluation, monitoring, incident, data-governance and human-oversight policies signed off.
Pre-deployment evaluation
Bias, robustness, prompt-injection, hallucination and abuse testing with documented results.
Human-in-the-loop and override authority
Named human accountability and override mechanism per high-risk use-case.
Training-data governance
Provenance, consent, licence and lineage tracked for every dataset.
Production monitoring and drift detection
Telemetry for performance, fairness, integrity and abuse — alerted to a named owner.
AI incident response
Process to triage, disclose and remediate AI-specific incidents per regulator timelines.
Benefits
What you walk away with.
ISO/IEC 42001 certification readiness
AIMS designed to certify, not just document.
EU AI Act alignment
High-risk obligations covered ahead of the August 2026 enforcement window.
Faster, safer AI deployment
Risk-tiered pathway from idea to production with documented approval gates.
Lower model and data risk
Bias, drift and provenance actively monitored — surprises caught before harm.
Customer and tender trust
Responsible-AI posture demonstrable in RFPs and enterprise reviews.
Board and regulator confidence
Documented oversight, accountability and reporting cadence.
FAQ
Frequently asked questions.
Does ISO 42001 replace ISO 27001?+
No — they are complementary. 27001 secures information, 42001 governs AI systems.
How does the EU AI Act apply to us if we are outside the EU?+
It applies extraterritorially if you place an AI system on the EU market, if your output is used in the EU, or if you provide a high-risk system to an EU deployer. Most cross-border SaaS is in scope.
We use third-party LLMs — does this still apply?+
Yes. Embedded AI (OpenAI, Anthropic, Google, Azure OpenAI, Bedrock) sits in your inventory as a 'system in use' and must be governed, evaluated and monitored.
How long does ISO 42001 certification take?+
Typically 16 to 24 weeks for a focused AIMS scope. Faster for organisations with a mature ISO 27001 ISMS to build on.
How do you evaluate generative AI risk?+
We run model evaluations covering bias, robustness, prompt injection, jailbreak resistance, hallucination, PII leakage and abuse — calibrated to the use-case risk tier.
Will this slow down our AI roadmap?+
No — the opposite. A risk-tiered approval pathway lets low-risk use-cases ship quickly while concentrating governance effort on the genuinely high-risk ones.
Who owns AI governance — security, legal or product?+
All three, with an executive AI Governance Forum we help you stand up. ISO 42001 expects named accountability across the model lifecycle, not a single function.
Methodology
Week-by-week, how AI Governance & runs.
A disciplined sequence that compresses 6–9 month programmes into a fixed-fee, board-defensible engagement.
Week 1–2
Step 1
AI inventory & risk
Catalogue every AI / ML system in production and in development, classify by risk tier (EU AI Act + ISO 42001 lens), assign owners.
Week 3–5
Step 2
AIMS design
AI Management System policy, model risk methodology, data governance for training and inference, third-party model governance.
Week 6–9
Step 3
Controls operationalisation
Model cards, bias and fairness testing, human oversight gates, model monitoring, incident response for AI failure modes.
Week 10–12
Step 4
Audit readiness
Internal audit against ISO 42001 clauses 4–10, management review, transition to certification or attestation pathway.
Deliverables
What we leave behind.
Audit-grade artefacts your team continues to operate after handover — not a one-shot consulting deck.
AI system inventory
Every model in development and production with risk classification, owner, data sources and dependency graph.
AI Management System (AIMS)
ISO 42001-aligned policy stack, procedures and records governing the AI lifecycle.
Model risk register
Risks by model, treatment plans, residual risk approval by accountable executive.
Model cards & data sheets
Standardised documentation for every production model — intent, data, performance, limitations, monitoring.
Bias and fairness reports
Pre-deployment and ongoing testing against protected attributes, with mitigation evidence.
Regulators & frameworks
One engagement, mapped to every applicable obligation.
Evidence designed once, reused across regulators — reducing audit fatigue and total cost of compliance.
Framework
Name
Why it matters
ISO/IEC 42001:2023
AI Management System Standard
Primary certifiable standard for organisational AI governance.
EU AI Act
Regulation (EU) 2024/1689
Risk-based obligations for high-risk AI systems sold or deployed in the EU.
NIST AI RMF
NIST AI Risk Management Framework
Voluntary framework widely referenced by enterprise procurement and US regulators.
UAE AI Charter
UAE AI Charter & Ethics Framework
Principles-based framework for AI deployment by UAE entities.
SDAIA AI Ethics
Saudi Data & AI Authority AI Ethics Principles
Mandatory ethical principles for AI in KSA public and regulated sectors.
DPDP Act 2023
India Digital Personal Data Protection Act
Automated decision-making notice and consent requirements.
Engagement tiers
Pick the model that fits your scope.
Fixed-fee where scope is clear, phased programmes where complexity demands governance — never time-and-materials drift.
Fixed fee
AI readiness
First-time AIMS implementation, single business unit or pilot scope.
Phased programme
ISO 42001 certification
Full enterprise AI governance programme, certification by ANAB-accredited body.
Managed service
AI assurance retainer
Ongoing model risk review, board reporting, regulator liaison.
Why MAST
What separates this engagement from the alternative.
ISO 42001 lead auditors
Our team includes some of the region's first ISO 42001 trained auditors — current with the standard and the certification body landscape.
Cross-functional delivery
We field GRC, data science and legal practitioners on the same engagement — AI governance is not a single-discipline problem.
Regulator-aware design
AIMS mapped from day one to the EU AI Act, NIST AI RMF and regional ethics frameworks — one programme, multiple compliance outcomes.
Compare
DIY vs Big Four vs MAST.
An honest, side-by-side comparison of what each delivery model typically gets you.
Dimension
DIY / Internal
Big Four
MAST
ISO 42001 readiness
DIY interpretation of new standard
Yes, partner-priced
Yes, lead-auditor-led
Model-level governance
Engineering-led, inconsistent
Policy-led, abstract
Engineering + GRC, evidence-led
EU AI Act mapping
Rarely complete
Available
Built into AIMS design
Extended FAQs
The questions experienced buyers actually ask.
Is ISO 42001 certifiable today?+
Yes — ISO/IEC 42001:2023 is certifiable and ANAB-accredited certification bodies are issuing certificates since mid-2024. We support the full path from gap assessment to Stage 2 audit.
How does ISO 42001 relate to the EU AI Act?+
ISO 42001 is a management-system standard (how you govern AI); the EU AI Act is a product-safety regulation (what AI systems are allowed and on what terms). An ISO 42001-certified AIMS is the most efficient evidence base for demonstrating Article 9, 17 and 61 obligations of the EU AI Act for high-risk systems.
Do you cover generative AI and LLM-specific risks?+
Yes — prompt injection, model poisoning, hallucination, IP leakage, copyright exposure and shadow AI usage are addressed in our AIMS with specific controls, monitoring and incident playbooks.
Take it with you
Download the AI Governance & ISO 1-pager.
Methodology, deliverables, pricing bands and reference architecture on a single board-ready page.
Methodology, deliverables, week-by-week timeline, pricing models, industry context, tooling and extended FAQs — each on its own page for fast reference and deep linking.
