2 min read

From Productivity to Throughput Series #5: AI Moves the Constraint

When a successful AI intervention creates a new problem, it means the constraint has moved, not that the intervention failed.
2 min read

From Productivity to Throughput Series #7: Decision Throughput

Faster analysis creates value only when organizations turn evidence into committed choices. Treating decisions as work—with an owner, question, options, tradeoffs, deadline, and follow-up—reveals whether AI improves decision flow or merely adds more informational inventory.
2 min read

From Productivity to Throughput Series #9: Measuring AI Throughput

Effective AI measurement begins with a single workflow and a business-recognized finished unit. Tracking constraints, flow, quality, review load, and cost per accepted outcome shows whether productivity gains improved the system or merely moved pressure elsewhere.
2 min read

From Productivity to Throughput Series #8: Learning Throughput

AI accelerates learning only when synthesized signals lead to deployed changes and observed results. Measuring the full loop reveals where insight stalls, helping teams improve future judgment rather than merely producing faster summaries.
2 min read

The AI Control Plane Series #1: Why AI Needs a Control Plane

Most AI programs begin as a collection of isolated tools while different departments build their own copilots, bots, and AI features.
3 min read

From Productivity to Throughput Series #10: The AI Throughput Audit

An AI throughput audit answers one plain question: did AI actually make your system faster and better, or just busier?
3 min read

The AI Control Plane Series #4: Model Routing and Capability Tiers

Most companies start by choosing a specific AI model, but they should ultimately build a routing policy to manage different capability tiers.
3 min read

The AI Control Plane Series #3: Tool Access and Action Boundaries

Tool access should be divided into discovery, preparation, and execution, with autonomy calibrated to reversibility and risk. Verb-level limits, dry runs, and approval gates let agents act usefully without granting every workflow the same blast radius.

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