AI is moving faster than most businesses can handle.
Some companies are all-in. Others havenāt even started. In between is a messy middle where people are experimenting without structure, shipping half-baked solutions, and exposing themselves to real risk.
Chris Theisen joins the show to talk about what heās actually seeing in the field. Not theory. Not hype. Real companies trying to adopt AI and where itās working versus where itās falling apart.
Most people are still early. Even tech-aware professionals are missing basic tools and workflows. The difference between daily AI users and everyone else is growing fast.
Current pricing is heavily subsidized. As these platforms mature, expect significant increases. Businesses that rely on āfreeā or cheap AI today may get caught off guard.
AI works best with structured data and repeatable processes. Many companies still operate on messy data, manual workflows, and tribal knowledge, which limits what AI can actually do.
AI is compressing workflows. Tasks that used to require multiple people can now be handled by one person with the right setup.
Beyond business, AI is already useful for:
We are seeing:
The risk is not theoretical. It is already happening.
Throwing AI at a problem without clean data and defined workflows leads to poor results and frustrated users.
We are moving toward a world where:
Two models are emerging:
Historically, regulation follows failure. As AI-related incidents increase, standards and compliance requirements will follow.
Chris Theisen
Bullpen Consulting
Chris works directly with businesses navigating AI adoption, helping them understand where it fits and where it doesnāt.
AI is not coming. Itās already here.
The real question is whether the systems around it can keep up.