The Adoption Edge  

Practical insights on data adoption, analytics enablement, and AI governance - written for the leaders responsible for turning data investment into business results.

Your D&A Strategy Isn’t Failing - Your Operating Model Is Apr 14, 2026

You’ve likely had this moment.

You present a well-articulated data and analytics strategy. The roadmap is solid. The architecture is modern. The tooling is funded. Leadership nods. The initiative mov...

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You Shipped the Dashboard. Why Didn’t Decisions Change? Apr 07, 2026

You did everything right.

Your team delivered the dashboard on time. The pipelines are stable. The definitions are clean. Stakeholders nodded in the demo.

And then… nothing changed.

The same meetin...

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Stop Shipping Dashboards. Start Designing Decisions. Mar 26, 2026

You’ve seen this play out.

A new dashboard launches. It’s clean, fast, and technically sound. The team celebrates. Leadership nods. For a moment, it feels like progress.

Then… nothing changes.

The ...

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Generative AI Is Rewriting Self-Service Analytics - But Not the Way You Think Mar 19, 2026

You’ve seen the demo.

Someone types a question into a GenAI tool and gets a clean answer in seconds. No dashboard navigation. No SQL. No waiting on the data team.

It feels like the promise of self-s...

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The Real Reason AI Isn’t Scaling: Mar 17, 2026

Leadership Is Stuck in Pilot Mode

You’ve seen this play out.

A business unit launches a promising AI use case. Maybe it’s a forecasting model, a GenAI assistant, or a pricing optimization tool. It w...

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Training-Data Governance Mar 17, 2026

The Overlooked Frontier of AI Risk

Summary: The governance of training data is fast emerging as one of the most critical - and least understood - dimensions of artificial intelligence (AI) risk. Whil...

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The FTC’s New AI Enforcement Playbook: Feb 10, 2026

Regulating Claims, Not Code

Artificial intelligence regulation in the United States is entering a more pragmatic phase. Rather than attempting to define how AI systems must be built, federal regulato...

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Fragmentation vs. Harmonization Feb 03, 2026

Navigating the Global Patchwork of AI Regulation

Artificial intelligence governance has entered a decisive phase. By 2026, the debate is no longer whether AI should be regulated, but how regulation s...

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ISO 42001 and the Shift From Ethical AI Talk to Operational Governance Jan 30, 2026

Artificial intelligence governance has spent much of the past decade stuck in a familiar place. Organizations publish ethics principles, adopt high-level frameworks, and announce commitments to respon...

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From Rules to Values Jan 22, 2026

How Model Alignment Strategies Are Evolving

Summary
As AI systems become more capable, traditional rule-based safety approaches are reaching their limits. In response, leading AI developers are adopti...

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Governing Frontier Models Jan 13, 2026

Closing the Gap Between AI Capability and Oversight

Summary
The rapid advance of foundation and frontier AI models is outpacing the capacity of existing governance systems. As international policy bod...

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California’s SB 53 and the New Era of State-Level AI Regulation Jan 08, 2026

 

California has emerged as the first U.S. state to enact a transparency-focused law governing the development of frontier artificial intelligence systems. Senate Bill 53 - the Transparency in Fronti...

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The Adoption Edge covers the strategies, frameworks, and real-world tactics that help organizations close the gap between data infrastructure and workforce adoption. Published weekly by Accelerra founder Shad Ayers.
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