Stop Sending Me Agentic AI Reference Stacks. Start Sending Business Outcomes.
Iām going to say the quiet part out loud: Iām sick of seeing the hundreds of āagentic AI reference stacksā that every consulting company and AI tech provider seems to send me daily. They show up as beautiful diagrams with layers, logos, and arrows pointing toward āautonomy,ā and they almost always miss the point.
This was never about stacks or reference architectures. This is about the business. Itās about revenue, cost, risk, speed, customer experience, and operational resilience. Yet when I bring that up, I still get confused looksālike I just derailed the conversation by asking the only question that matters: what outcome are we actually trying to create?
Somewhere along the way, āagenticā became a diagram competition. Weāve trained ourselves to debate orchestration patterns and toolchains before we can even describe the workflow weāre changing, the constraints we must operate under, or the metric that will prove success. If we canāt clearly say who benefits, what changes, and how weāll measure it, weāre not doing strategy. Weāre doing marketing.
Whatās missing is the hard, unglamorous work. Pick one specific process that has obvious economic value. Define the baseline and the target. Be explicit about what decisions get faster or better, what work gets eliminated or reduced, what risks get introduced, and what controls are required so the thing can survive contact with production. Then prove it with real results, not a prettier slide.
Hereās my request. The next time you send me an āagentic AI reference stack,ā send a one-page business case right alongside it. Tell me the workflow, the KPI, the ROI model, the data needed, the operating model, the control points for security and compliance, and the 30/60/90-day plan to get to measurable impact. I will read that immediately, because thatās the part that separates a concept from a capability.
So Iāll end with this: what business problem are you solving with agentic AI right now, and what metric will you use to prove it worked?
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