Software maintenance consulting
Hiring an outside team to keep software you already own running, rather than to build something new. What the engagement covers, and what it is not.
Hiring an outside team to keep software you already own running, rather than to build something new. What the engagement covers, and what it is not.
Autonomous agents run around the clock, so the queue should be empty. Instead more than 40 percent of agentic projects are headed for cancellation, and the reason is not the models.
Agent loops can move real work only when they have triggers, state, verifiers, receipts, and human gates around the model.
Most companies have AI pilots now. Far fewer have redesigned the workflow around them. AI operations integration is the layer that closes that gap.
Most AI integration is theater: a chatbot bolted onto a business that still retypes invoices by hand. Real operations integration connects the systems you already run, automates the repetitive steps behind controls, and gets maintained after launch. Here is the difference, with the numbers.