Frameworks and decisions for organizations adopting AI — how to prioritize use cases, build internal capability, evaluate vendors, and govern AI responsibly.
Ask three vendors what it costs to build an AI agent. You will get three wildly different answers. One says $10,000. One says $500,000. One sends you a 40-page proposal that somehow never answers the question. AI agent cost is…
When comparing AI consulting vs AI dev shop options, most buyers do not know which one they actually need. They know they want AI. They just do not know whether to hire a consultant, a development shop, or some combination…
Knowing how to scope AI projects properly is the difference between a system that reaches production and one that gets abandoned halfway through. I have been in a lot of post-mortem meetings on failed AI projects. Not our projects. Projects…
Why your AI pilot failed usually has less to do with the model than teams think. Most AI pilots do not fail in month four. They fail in week one. They fail when the problem is still fuzzy but everyone…
Before we take on any new AI project at AI Dev Lab, we run every prospective client through the same set of questions. Not to qualify them out. To protect them from spending money on a build their organization is…
How AI is changing the CFO role is not mainly a story about replacement. It is a story about shifting finance from historical reporting toward real-time visibility, stronger forecasting, better operational insight, and faster decision support. That shift is already…
The build vs. buy AI question comes up in almost every planning conversation I have with mid-market organizations. And the answer is almost never one or the other. Most mid-market companies do not need a fully custom AI stack from…
Choosing an AI development partner is one of the highest-leverage decisions in your project. It is also one of the easiest places to get fooled. Most teams evaluate the wrong things. They watch a polished demo, compare a few prices,…
These 5 AI contract questions are the ones I wish every buyer had asked before they signed. When an AI project goes wrong, the vendor has usually already covered themselves. The contract you signed had language that seemed reasonable at…