Loop Insights

Current AI and transformation intelligence through the AI Change Loop lens.

Current AI and transformation intelligence through the AI Change Loop lens.

Current AI and transformation intelligence through the AI Change Loop lens.

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Published twice weekly

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Strategic Alignment

Human Readiness

AI in Practice

Learning and Recalibration

Full insight articles are publishing shortly. In the meantime, the AI Change Intelligence newsletter carries the current thinking, published twice monthly.

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Strategic Alignment

Why programmes miss the value case in the first 90 days, and what the architecture gap looks like

The gap is rarely strategy or budget. It is the absence of a testable value hypothesis connected to a behavioral dependency chain.

6 min read

Coming soon

Human Readiness

The absorption ceiling: what the data says about change saturation in AI-heavy transformation programs

Concurrent major initiatives compete for the same absorption capacity. Organizational Absorption Capacity measures that ceiling before it becomes a delivery risk.

8 min read

Coming soon

AI in Practice

Shadow workflows are killing your adoption metrics. Here is why they persist and how the platform detects them.

Go-live does not eliminate parallel processes. HR-6 and AIP-3 together instrument the behavioral signal that reveals whether new workflows have actually replaced old ones.

5 min read

Coming soon

Learning and Recalibration

Governance decay: why most programs lose coherence between Scale and Embed and Optimize and how recalibration prevents it.

The governance architecture built at program initiation rarely survives contact with deployment reality. LR-4 is designed to detect and reverse that decay before Optimize.

7 min read

Coming soon

Strategic Alignment

The value hypothesis is not a business case. Here is what separates the two and why the distinction matters for governance.

A business case justifies investment. A value hypothesis governs delivery. Most programs build one and assume the other follows automatically.

6 min read

Coming soon

Human Readiness

Cognitive load and AI deployment: the organizational absorption metric that most programs never measure.

The OAI measures the current gap between deployment pace and organizational absorption capacity, a structural readiness signal that reflects present conditions rather than a claim about what happens next.

9 min read

Coming soon

AI in Practice

Configuration governance: the most under-resourced element of enterprise AI deployment.

AIP-2 instruments the governance of AI tool configuration decisions that affect user experience, workflow integration, and adoption friction.

5 min read

Coming soon

Learning and Recalibration

What the CPI signal architecture detects that lagging indicators miss entirely.

OAI, GIS, VRI, and RCI together form the composite intelligence layer that makes the SICI score a live governance instrument rather than a point-in-time snapshot.

7 min read

Coming soon

Strategic Alignment

Authority architecture: why decision rights are a governance instrument, not an org chart exercise.

SA-4 maps decision rights across the program governance structure so that the right decisions are made at the right level with the right accountability.

6 min read

AI Change Intelligence

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