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Every manufacturing AI business case rests on two numbers: McKinsey’s 30–50% downtime reduction and Deloitte’s more sober 10–20% uptime gain. Both were published in 2017, before the current AI wave began. That does not make them wrong — predictive maintenance is an older discipline than generative AI — but it changes what they can be…

Prompt injection is an attack in which text fed to a large language model is written to override its instructions. It works because the model can be influenced by instructions in any text it processes, and separating system, user and retrieved content is not the same as enforcing access control. OWASP ranks it first among…

For fifteen years, SR 11-7 was how US banks governed every model they ran. It was replaced in April 2026 — and both the OCC and the Fed’s Vice Chair for Supervision have since confirmed the replacement does not cover generative or agentic AI. Meanwhile 52% of financial firms are adopting agentic AI. Where that…

Enterprise AI governance is the ability to see who is using AI, what data reaches it, and what it is allowed to do. Approving a model or publishing a policy covers none of the three. The real governance gap is identity, data and action.

In PwC’s 2026 survey of 767 operations and supply chain leaders, 85% said they were ahead of most competitors on digital transformation. In the same survey, 89% said their technology investments hadn’t fully delivered. Both answers came from the same people. Which supply chain functions AI actually works in, which it stalls in, and what…

Initial access is only the starting line. Here’s what attackers do next (discovery, credential theft, privilege escalation, C2, persistence, lateral movement) and where defenders can spot them at each stage of the cyber attack lifecycle.

Only about 5% of task-specific enterprise AI tools ever reach production, and the ones that make it aren’t the most ambitious — they’re the ones aimed at processes with a measurable baseline and a human still deciding. Eight use case families, what the evidence says about each, what each one breaks on, and a scoring…

Most organizations should treat annual penetration testing as a floor, not a schedule — testing continuously at the infrastructure level, on every meaningful change at the application level, and on a fixed cadence only for independent adversarial assessment. PCI DSS 4.0 already requires this (11.4.2, 11.4.3): annual testing and testing after significant change. Most programs…

One study says 74% of enterprises get ROI on AI within the first year. Another, published the same quarter, says 95% get nothing measurable at all. Both are real research — they just count different things. Here’s why the published figures can’t be reconciled, which benefit categories survive a finance review, and what the same…