Why AI projects don't become business ROI.

Most AI projects don't move the bottom line. Here are the 3 places I usually see them break.

Your AI projects need a business filter.

Your AI problem is not a shortage of ideas or investment. It's funding use cases that never touch a workflow important enough to move the business.

I help you narrow the field to workflows with technical feasibility, usable data, and a clear path to ROI. The output is one highest-ROI workflow worth building first.

Your ROI happens in your workflows.

Most AI tools make one step faster: a summary, a draft, a recommendation. But your expensive work isn't one step. It's the chain of work that pulls your people into manual coordination.

If that chain doesn't change, isolated tasks get faster, but your workflow still gets stuck before and after them.

ROI shows up when the workflow itself changes — AI handles the repeatable work, humans stay in control of key decisions, and work actually moves differently.

Once the right workflow is chosen, I build it into a production AI agent system.