Thought leadership from trusted advisors who did the work. Real findings from EDI assessments, ERP implementations, and AI agent deployments — what we saw, what it cost, and what fixed it.
We ran the numbers across six distribution clients. Expedited freight, missed volume discounts, and unmanaged price creep — the total was larger than any of them expected. Here's the breakdown.
We ran the numbers across six distribution clients. Expedited freight, missed volume discounts, and unmanaged price creep — the total was larger than any of them expected.
Read →After reviewing over a dozen JDE EDI configurations, the same three gaps appear with enough regularity that we've built a specific diagnostic step around each of them.
Read →The math is straightforward. Most AP exceptions follow detectable patterns — duplicate vendor IDs, billing amounts outside contract bounds, timing anomalies. Humans shouldn't be the first line of review.
Read →It rarely starts with a big change order. It starts with one undocumented assumption in week one. Here's the pattern we see across Acumatica implementations and how to stop it before it starts.
Read →In construction and manufacturing, cost overruns become unfixable at a specific point in the project timeline. We mapped that window — and built an agent to surface the signal before it closes.
Read →We've reviewed AI initiatives that failed. The technology wasn't the issue. The problem statement was never written. Here's what that looks like in practice — and what to do instead.
Read →No vendor content. No listicles. What we saw in real environments — and what it cost.