When civilian banks, logistics platforms, and payment processors share physical data center infrastructure with military AI systems, those facilities become legitimate military targets under international humanitarian law - and the civilian services housed inside lose their legal protection.
The most dangerous assumption in quality engineering right now is that you can validate an autonomous testing agent the same way you validated a deterministic application. When your systems can reason, adapt, and make decisions on their own, that linear validation model collapses.
The attacks forced a reckoning with one of the most consequential design flaws in global digital infrastructure: the concentration of military and civilian data on the same physical servers, in facilities that could become military targets the moment a conflict begins.
AI is driving radical change inside ProServe, offering a glimpse of where the broader consulting industry may be headed. ProServe focuses on technical consulting for AWS clients, while the Big Four span audit, tax, risk, and strategy. That diversification could make them more resilient. AI isn't the only force at work: global instability is increasing demand for complex risk consulting, for example.
If GenAI enhances or speeds things up, they should get more value faster and shouldn't pay the same rates. Our customers' buying patterns shifted to favor agile, outcome-based, AI-powered engagements with faster time to value and clear ROI, creating a significant revenue and workload concentration risk in our top revenue cohort.
A North American manufacturer spent most of 2024 and early 2025 doing what many innovative enterprises did: aggressively standardizing on the public cloud by using data lakes, analytics, CI/CD, and even a good chunk of ERP integration. The board liked the narrative because it sounded like simplification, and simplification sounded like savings. Then generative AI arrived, not as a lab toy but as a mandate. "Put copilots everywhere," leadership said. "Start with maintenance, then procurement, then the call center, then engineering change orders."