Stop Sending Me Agentic AI Reference Stacks. Start Sending Business Outcomes.
Iโm going to say the quiet part out loud: Iโm sick of seeing the hundreds of โagentic AI reference stacksโ 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 โautonomy,โ and they almost always miss the point.
This was never about stacks or reference architectures. This is about the business. Itโs about revenue, cost, risk, speed, customer experience, and operational resilience. Yet when I bring that up, I still get confused looksโlike I just derailed the conversation by asking the only question that matters: what outcome are we actually trying to create?
Somewhere along the way, โagenticโ became a diagram competition. Weโve trained ourselves to debate orchestration patterns and toolchains before we can even describe the workflow weโre changing, the constraints we must operate under, or the metric that will prove success. If we canโt clearly say who benefits, what changes, and how weโll measure it, weโre not doing strategy. Weโre doing marketing.
Whatโs 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.
Hereโs my request. The next time you send me an โagentic AI reference stack,โ 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 thatโs the part that separates a concept from a capability.
So Iโll 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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