Jeff Butler

The phrase “AI-powered expense management” appears in the marketing material of nearly every platform in the category. It appears with enough frequency that it has become functionally meaningless as a differentiator. Every platform that uses machine learning to categorize a receipt, flag an anomaly, or predict a policy match will describe itself as AI-powered. The label tells you almost nothing ...

Manual expense review feels like control. A human reviewer looks at a submission, applies judgment, and either approves it or returns it for correction. The process is visible, traceable to a person, and produces a documented outcome. It carries the intuitive weight of oversight that organizations associate with financial governance. The problem is that manual review and actual control are ...

Two finance leaders at organizations of similar size, similar complexity, and similar implementation timelines can evaluate the same expense automation investment and reach opposite conclusions about whether it delivered value. One reports strong ROI. The other reports that the platform underperformed expectations. Neither is wrong. They are measuring different things. This is the ROI perspective mismatch that distorts expense automation ...

Most T&E platform evaluations are framed as a search for the best option. The underlying assumption is that platform quality is a fixed property: that one platform is objectively superior and the evaluation task is to identify it. That assumption explains why so many platform selections disappoint. T&E platforms are not universally best or worst. They are designed around the ...

Most expense management vendor selections don’t fail at the final decision. They fail earlier, when the shortlist is built on the wrong criteria, when demo scripts substitute for real evaluation, or when the constraints driving the decision are never named out loud. The CFO who runs a structured shortlisting process gets a better outcome than one who runs a feature ...

Integration failures are one of the most common reasons expense management implementations underperform. Not the software itself. The connections around it. Finance teams discover this after go-live. Expense data doesn’t appear in the ERP on time. Card transactions reconcile inconsistently. A system update on one side breaks the data flow on the other, and no one is entirely sure whose ...