Many organizations begin their AI adoption in a familiar way. Employees experiment with ChatGPT, Copilot, Gemini, Claude, or another platform. Different departments identify possible applications, and leadership authorizes a few pilots to see what the technology can accomplish. These experiments can create valuable momentum. However, as organizations move forward, they will likely encounter more difficult questions: Which platforms should the organization support? How should different departmen [...]

Today, much of the AI conversation centers on agents and rapid software development. These tools may complete repetitive tasks, prepare documentation, track progress, generate test scripts, or help organizations deliver software faster and at a lower cost. Those applications are valuable, but they may represent only an early stage of the AI industrial shift. Organizations have spent decades looking for ways to reduce technology costs and accelerate delivery. They have adopted new development me [...]

As AI continues to advance, many organizations may feel pressure to introduce the technology as quickly as possible. Leadership may purchase an AI system, provide employees with a short demonstration, and expect them to begin identifying ways to use it. For a few low-risk applications, this approach may work. However, what happens when employees need to use AI for sensitive information, detailed analysis, customer recommendations, software development, or other consequential work? Proper AI use [...]

For CEOs considering AI adoption, the potential benefits can be difficult to ignore. To some, the technology may look like a golden ticket to record productivity and transformed business operations. However, employees may view the same technology from a different perspective:Will AI eventually replace my role? Will I be expected to produce substantially more work? Could the organization use AI to monitor every part of my performance? What happens if I struggle to learn the technology? These conc [...]

Many organizations view AI adoption as a technology initiative. Throughout the integration process, leaders compare systems, identify possible use cases, and calculate how much time or money automation could save. More recently, the conversation has shifted toward AI agents and the possibility of assigning entire workflows to digital “workers.” However, an organization cannot build a sustainable AI strategy by focusing only on what the technology can do. It must also consider what the transitio [...]

Like an undergraduate college student drowning in assignments, organizations often feel like they have a lot to juggle. Both may choose an approach of prioritizing productivity -- whether that is clearing through an incomprehensible number of projects and essays over a painfully short weekend, or tackling an impossibly high number of project items and reports before a relentlessly approaching deadline. In many cases, employees and students alike gravitate to AI. However, another concern deserve [...]