Copilots gave enterprises a practical entry point for leveraging AI, helping employees find information, summarize content, draft communications, analyze data, and accelerate engineering tasks. Their operating model is familiar: a person asks, AI responds, and the person decides what happens…
Almost every CTO is being asked the same question.“How quickly can we add AI to our product?”It sounds like the right question, but the better question is far less exciting.“Is the product actually ready for AI?”This distinction is important because…
Walk into almost any boardroom discussing AI, and the conversation eventually reaches the same conclusion.“Our products weren’t built for this.”The statement is usually followed by another.“We probably need to rebuild.”It sounds logical. It is also where many modernization programs begin…
Every major technology shift eventually changes how engineering teams work. Cloud computing changed infrastructure ownership. DevOps changed the relationship between development and operations. Microservices changed how software was designed, deployed, and maintained.AI is often described in similar terms. Most conversations…
If the first wave of enterprise AI was about proving value, the next wave is about making that value scale. And this is where many organizations are encountering a structural limitation they hadn’t anticipated.Despite strong individual use cases, AI initiatives…
Not every technology shift changes software architecture. Many simply introduce another layer into the stack. A new framework replaces an older one. A faster database improves performance. A different cloud provider reduces infrastructure costs. Engineering teams adopt the technology, adjust…
AI music is moving from experimentation to commercial scale, and that shift changes royalty management from a back-office process into a trust infrastructure problem. The central challenge is no longer only how to license creative works, but how to make…
Walk into almost any engineering organization today, and you’ll hear a familiar claim.“We’re becoming AI-native.”Ask what that actually means and the answers vary wildly.“We use GitHub Copilot.”“Our developers use ChatGPT.”“We’ve automated code reviews.”“We’re experimenting with AI agents.”None of those are…
Every CTO is under pressure to have an AI strategy.The result is predictable. AI quickly becomes part of every product roadmap.Sometimes that’s exactly the right decision. Sometimes it isn’t. The difficult part is that both scenarios often look identical in…
By Benoit PostAcross engineering, operations, customer experience, and analytics, AI is improving decisions, accelerating workflows, and unlocking new efficiencies. Someone built a copilot that reduced manual effort. Another team automated a decision workflow. A data science group proved that a model could…