Where running AI meets the bill.
Our point of view on operating agentic AI in production, written by the people who run it once the demo is over. Capability gets cheaper every quarter; the discipline to run it well does not. Arguments, analysis, and open questions — grounded in what it costs to keep a system performing.
Capability is commoditizing. Accountability is the moat.
Every model gets stronger, and every vendor now claims to stay. When capability itself stops being the differentiator, the durable advantage moves to a named operator who is measured on what the system does in production — not on what it can do in a demo.
Scott Jay Ringle · July 2, 2026 Read the argument →Why most AI pilots die after the demo
The pilot dazzles, the deck circulates, and then nothing ships. The failure is rarely the model — it is that no one is staffed, funded, or on call to run the system after the demo.
Scott Jay Ringle · July 2, 2026 Read → EconomicsAI unit economics, and the bill nobody modeled
Token spend behaves nothing like a software license. We make the case that treating inference cost as a first-class operating metric — not an afterthought — is what separates a margin from a surprise.
Scott Jay Ringle · July 2, 2026 Read → OperationsOperating agentic AI is a different job than building it
Building a system and running it for the next two years draw on different skills. We argue that the operating side — observability, escalation, model and data drift — is the part the market keeps underpricing.
Scott Jay Ringle · July 2, 2026 Read → GovernanceAssurance a board will actually accept
A model card is not an audit. We look at what it takes to give a board defensible confidence in an autonomous system — the controls, the evidence, and the line of accountability behind every decision.
Scott Jay Ringle · July 2, 2026 Read → StrategyThe case for the accountable operator
When the people who build your AI also sell the platform it runs on, whose outcome are they optimizing? We argue that independence is a structural feature, not a nicety.
Scott Jay Ringle · July 2, 2026 Read → GovernanceProgressive autonomy: earning the right to remove the human
Full automation on day one is a liability dressed as ambition. Our view is that autonomy should be earned one step at a time, with a human floor that never disappears entirely — a design choice, not a weakness.
Scott Jay Ringle · July 2, 2026 Read →Begin with a Charter.
A fixed-fee diagnostic that turns these arguments into a plan for your operation — scoped, costed, and run by the people who would operate it.