Fix your operation before you start to automate

What does it actually take to make AI and automation deliver in a distributed services operation? According to this conversation, it's never just the technology. In this discussion, Kiran walks through a transformation built on two inseparable halves. The tech stack, iPaaS layers, orchestration, AML/KYC tools stitched together, and the human change that makes any of it stick. A system deployment on its own won't move the needle if you can't change habits and win hearts and minds. The standout analogy: just as every distributed business now relies on email or Office 365 to function, modern operations need something to glue everything together and provide "air-traffic-control" oversight of where client work sits and what's being done about it. There's also a refreshingly practical buying lens — choosing technology you can deploy in four to six weeks and prove value quickly, rather than disappearing into a six-month configuration project. And the human payoff lands in one quiet anecdote: a colleague who no longer stays late building Excel reports, and simply gets to go home. A grounded look at orchestration, operational readiness, and why foundations come before AI.