A quantitative review of an existing AI investment. We tie outputs to business outcomes, identify what’s leaking value, and produce a clear-eyed report on whether to double down, fix, or wind down.
For teams that have already shipped something and aren’t sure if it’s actually delivering the value it was supposed to.
We trace the AI system’s outputs back to the business metrics they were supposed to move. Where they connect, and where they don’t.
Where the system is losing value between prediction and action — integration gaps, adoption friction, model drift, or wrong success metrics.
How your system compares against reasonable baselines: a simple rule, a competing vendor, or a human doing the same task.
A direct recommendation on what to do next, with the analysis that supports it. Not a hedge — a position.
A focused review of your existing system. From kickoff to a direct recommendation in seven days.
Identify the system, agree on the business metrics it was meant to move, exchange any existing analytics.
Review system outputs, usage data, and business metrics. Identify value leakage points.
Performance benchmarking, outcome mapping, draft report.
Report delivered with a direct recommendation — double down, fix, or wind down.
Paid up front. Refunded in full if I decline the work after the intro call.
Is your existing AI investment paying off? A direct answer, not a hedge.
Book the intro call →No pitch. You’ll leave with a clear recommendation — even if that recommendation is that you don’t need an assessment at all.
Book the free intro call →