Category: Risk
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Enterprise-grade AI governance: stopping drift from becoming a rip tide. Introduction: capability and responsibility As organisations move from experimenting with large language models to deploying agentic systems – systems that can reason, decide, and take action – the risk profile changes fundamentally. An AI system that merely generates text is one thing. An AI system…
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This paper summarises evidence-based AI security risks and mitigations drawn from published research, regulatory frameworks, and operational practice. Introduction Generative AI systems are now routinely deployed in environments that affect customers, employees, finances, and regulatory obligations. In many organisations, large language models (LLMs) are integrated with retrieval systems, automation tools, and business workflows to provide…
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Beyond the Hype: AI Agents, Vulcan Logic, and the 95% That Matters As we all know AI dominates the headlines in 2025. On one side, we are promised superintelligence that will “transform civilisation.” On the other, MIT reports that 95% of corporate AI pilots fail to scale (MIT Sloan, 2025). From a Vulcan perspective, these…
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You could spend ages wrestling with a risk register administered by an unhappy PMO looking for early retirement or drop it into a GhostGen.AI prompt and sort it board ready in seconds. Here’s what happens when I drop the problem into GhostGen.AI using a prompt from one of our Prompt Packs: Nasty looking 40 row…
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Naive prompt example “Based on this project overview, identify warning signs and potential risks for the following described project: A US-based Private Equity firm has acquired two businesses (company A and company S). The objective is to merge these entities, harmonize their operations, and subsequently prepare them for resale in the next few years. The…
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🚨 “AI Hallucinations Are Out of Control!” — Really? That was the tone of a reporter this morning. Almost every sentence ended in an exclamation mark. You could feel the indignation — How dare AI say something with such confidence and yet be… wrong!? But here’s the thing: AI isn’t a truth engine. It’s a…
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Is it just me, or does Copilot feel a bit… pants compared to ChatGPT? Comparing Microsoft Copilot with GPT-4o, you’ll find definite overlap — they’re powered by the same AI family (OpenAI’s GPT models). But they’re not the same beast. So what’s going on? In enterprise environments, Copilot will almost certainly be restricted — and…
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Yes, Artificial Intelligence has gone mainstream. It’s transforming how we work, automate, communicate, and analyse. But with this great power comes risk. As organisations integrate AI into operations, analytics, content, and customer interactions, it seems critical risks are being overlooked — from data leakage and hallucinations to GDPR breaches and decision bias. Here are Mitigation…