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GRC EngineeringGRC Engineering
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⚙️ You Spent a Year Learning to Use AI for GRC. The Real Skill Is Assessing It.

⚙️ You Spent a Year Learning to Use AI for GRC. The Real Skill Is Assessing It.

The SOC 2 narratives, questionnaire answers and control docs crossing your desk are now written by AI, and built to pass, not to be true. Leaning on AI to check them erodes the judgment that would have caught them. Here is how to stay sharp!

Ayoub Fandi
Ayoub Fandi
GRC EngineeringGRC Engineering
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❤️ I just started at Lovable. 5 things I've been thinking about as I'm onboarding.

❤️ I just started at Lovable. 5 things I've been thinking about as I'm onboarding.

You're shipping from day one. The question is whether you understand what you're building into. Five things I focus on in parallel with the build, so I don't lock in the wrong decisions early.

Ayoub Fandi
Ayoub Fandi
GRC EngineeringGRC Engineering
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⚙️ Meet The GRC Companion: Your GRC Engineering AI Learning Buddy

⚙️ Meet The GRC Companion: Your GRC Engineering AI Learning Buddy

A free, open, learning-only AI companion that teaches GRC engineering through your real work, inside Claude Code, Cursor, Claude Projects, or Codex.

Ayoub Fandi
Ayoub Fandi
GRC ArchitectureGRC Architecture
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⚙️ GRC as Git: A Mental Model for your Whole Programme

⚙️ GRC as Git: A Mental Model for your Whole Programme

Borrow the discipline behind modern software, and apply it to policy, controls, risk, and TPRM in whatever tools your team already uses. Without forcing your team into Git, and without pretending the audit trail you already keep is somehow not a Git workflow.

Ayoub Fandi
Ayoub Fandi
Stakeholder ManagementStakeholder Management
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⚙️ Your First GRC Lead Left. Their Instincts Are Still Running Your Program.

⚙️ Your First GRC Lead Left. Their Instincts Are Still Running Your Program.

Four layers of inheritance are running your GRC programme. Here is an audit framework to find out what is intentionally designed and what is just left over and you have to engineer for.

Ayoub Fandi
Ayoub Fandi
GRC ArchitectureGRC Architecture
+2+2
⚙️ What If Compliance Was Just a Query on Data You Already Collect?

⚙️ What If Compliance Was Just a Query on Data You Already Collect?

Observability exists because understanding the true state of a system is hard. Control for the same reason. GRC Engineering can help you get there by leveraging observability principles.

Ayoub Fandi
Ayoub Fandi
Stakeholder ManagementStakeholder Management
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⚙️ GRC Teams Are Getting More Capable Than Ever But The Shape Looks Different.

⚙️ GRC Teams Are Getting More Capable Than Ever But The Shape Looks Different.

Why the future GRC team looks more like a basketball team than a football team, what that means for ICs and managers, and how to position yourself for either path.

Ayoub Fandi
Ayoub Fandi
GRC ArchitectureGRC Architecture
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⚙️ Your GRC Program Serves the Audit. The Best GRC Engineering Programs Don't.

⚙️ Your GRC Program Serves the Audit. The Best GRC Engineering Programs Don't.

How the discipline collapsed into evidence collection, what enterprise GRC teams I know actually focus on, and why the audit should be a translation layer, not the foundation it's built on.

Ayoub Fandi
Ayoub Fandi
GRC EngineeringGRC Engineering
+2+2
💬 Build vs. Buy: We Did Both. Here's What We Learned (RSAC 2026 Talk Summary)

💬 Build vs. Buy: We Did Both. Here's What We Learned (RSAC 2026 Talk Summary)

We cycled through four GRC tools in four years before we built our own. The exercises that made us better builders are the same ones that make you a better buyer.

Ayoub Fandi
Ayoub Fandi
GRC EngineeringGRC Engineering
+2+2
⚙️ Your Certification Covers 100%. Your Auditor Checked 0.07%.

⚙️ Your Certification Covers 100%. Your Auditor Checked 0.07%.

The math behind compliance assurance does not work the way you think it does. Why moving at agentic speed means rebuilding the primitives of what GRC Engineering has to cover.

Ayoub Fandi
Ayoub Fandi
GRC ArchitectureGRC Architecture
+2+2
📝 State of GRC 2026 Report: Spreadsheets are still #1

📝 State of GRC 2026 Report: Spreadsheets are still #1

The data, the patterns, and the gaps nobody's talking about. Everything you need to understand where GRC stands today through the largest independent practitioner survey ever conducted.

Ayoub Fandi
Ayoub Fandi
GRC ArchitectureGRC Architecture
+2+2
⚙️ How to Stop Making Risk Management a Compliance Control

⚙️ How to Stop Making Risk Management a Compliance Control

Most risk programs exist because an auditor asked for one. Here are five signs yours is a compliance control, not actual risk management, and the fix.

Ayoub Fandi
Ayoub Fandi
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