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GenAI

Analysis and intelligence from AI&Scale tagged “GenAI”.

7 articles

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How to Assess GenAI Readiness in Knowledge WorkDigital Transformation · Playbook

How to Assess GenAI Readiness in Knowledge Work

GenAI is easy to launch, but much harder to deploy in ways that improve knowledge work quality rather than only increasing text output speed. In organizations that lack standards for documentation, review, and manager…

2026-06-01·7 min read

More tagged articles

An AI Policy That Gets Used, Not Just SignedAI Governance & Law · Playbook

An AI Policy That Gets Used, Not Just Signed

Many companies already have an AI policy. The problem is that the document often lives mostly in the intranet, not in day-to-day work. Employees sign it, managers confirm it, compliance archives it - and decisions are…

2026-06-01·8 min read
A New Contract Between Leaders and Employees in the GenAI EraAI Leadership · Essay

A New Contract Between Leaders and Employees in the GenAI Era

In many companies, the conversation about GenAI starts with tools and licenses, and ends with a question: did productivity go up? The real shift, however, runs deeper: in the relationship between leaders and knowledge…

2026-06-01·8 min read
Why Leaders Overestimate Tools and Underestimate PracticeAI Leadership · Lead Analysis

Why Leaders Overestimate Tools and Underestimate Practice

In most organizations, the AI discussion starts with tool selection: which copilot to buy, which platform to roll out, how quickly to provide access across teams. This reflex is natural because tools are visible, easy…

2026-06-01·9 min read
Data Security in GenAI: The Most Common Organizational MistakesResponsible AI · Operator Notes

Data Security in GenAI: The Most Common Organizational Mistakes

In many companies, data security in GenAI is treated as a policy task: write the rules, communicate them, run training, and "close the risk." In practice, the risk remains because the biggest mistakes come not from mi…

2026-06-01·8 min read
Documentation Debt: The Hidden GenAI BarrierDigital Transformation · Operator Notes

Documentation Debt: The Hidden GenAI Barrier

Companies deploying GenAI usually focus on the model, tool selection, and licensing. Yet the greatest friction appears much earlier: in the quality of process, product, and operational documentation. When organization…

2026-06-01·6 min read
AI Adoption Metrics: How to Measure Real Usage, Not Vanity ActivityScaling AI · Operator Notes

AI Adoption Metrics: How to Measure Real Usage, Not Vanity Activity

Most companies begin measuring AI adoption with indicators that are easy to collect: number of accounts, logins, prompts, and generated answers. These metrics create a sense of movement, but rarely answer whether AI i…

2026-06-01·6 min read