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Ideas, guides, and stories on building AI-engineered operations, data infrastructure, and enterprise platforms.
96% of Enterprises Are Using AI Agents. Only 12% Have Any Idea How to Govern Them.
OutSystems surveyed nearly 1,900 IT leaders: agent sprawl is rising, centralized governance is rare, and the risk profile is worse than SaaS sprawl.
Read articleThe Real Reason Your AI Pilot Succeeded and Your Enterprise Rollout Didn't
42% of companies abandoned most of their AI projects in 2025. The gap between a brilliant pilot and a failed rollout is almost never what organizations expect.
Read articleWhat 'Build vs. Buy' Actually Means in Enterprise AI - And Why Most Organizations Are Asking the Wrong Question
Intact’s CIO put it plainly: “We don’t have to rely on a vendor.” The right question isn’t build vs. buy - it’s which problems are specific enough that only building solves them.
Read articleThe Procurement Problem Nobody Is Talking About: Why Healthcare Buying Groups Are Leaving Hundreds of Millions on the Table
Nearly half of health systems adopted AI in procurement - only 18% fully implemented it. The savings gap is a catalog matching problem AI can finally solve at scale.
Read articleYour Legacy Vendor Contract Is Not a Sunk Cost. It Is a Strategic Position - and You Can Change It.
Structural vendor dependency renews on the vendor’s terms because the architecture was built around it. The path out is an architecture problem - not a renegotiation.
Read articleShadow AI Is Already Inside Your Organization. The Question Is What You're Going to Do About It.
Only 30% of enterprises can detect shadow AI. Employees are not circumventing governance out of malice - they are filling gaps your approved tools cannot close.
Read articleYou Don't Have an AI Problem. You Have an Integration Problem.
Deloitte found companies allocate 93% of AI budgets to technology and only 7% to the people and processes expected to use it. The model works - what fails is how it connects to your operation.
Read articleHow to Be in the 5% of Companies Actually Getting ROI from AI
MIT researchers studied 300 public AI initiatives and found that 95% of enterprises achieved zero return on their AI investment. Here is what the other 5% do differently.
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