A sequence of six photographs of Kai at work: listening in conversation, thinking over a notebook, a seated portrait, speaking on a panel, presenting at a podium, and teaching a room.
A cropped portrait of Kai at work.
Kai leads the deep work that helps leaders
and organizations thrive with AI.
A note from Kai
Most leaders I talk with aren’t AI skeptics or evangelists. They’re just trying to figure out how to get this right.
That’s why I’m here. I work across enterprise strategy, applied AI, and organizational change… translating between the systems, the people, and the decisions that shape transformation.
What Kai does
The standard-setter
Enterprise AI strategy & governance
I shaped a long-term enterprise AI strategy covering strategic planning, workforce enablement, and infrastructure needs. It was informed by 75 stakeholder conversations and grounded in near-term steps and a mission-first commitment.
The practitioner
Applied AI & workflow transformation
From an open-source tool to a 135k-record data pipeline to a game with my daughter, building with AI keeps me sharp and helps me lead. I use the guardrails on my own work (test suites, review gates, deterministic workflows) before proposing them to others.
The communicator
Executive education & change enablement
I spend as much care on the why of AI as the how. Since the early days of generative AI, I’ve shared those ideas with audiences from one to over 3,000, in rooms private and public.
What you get from AI depends on what you bring.
There’s a third way between ignoring AI and following the hype. For leaders, finding it is urgent; your team learns how to treat AI by watching how you talk about it and use it.
It all starts with what I call knowing your AI mode.
Individual AI modes
- Real work
- You're going back-and-forth with AI about a topic you know to create something great.
- Great for: Developing stronger work in areas where you already have expertise
- Watch for: Hard to scale when every output depends on your attention
- Delegating
- You're turning to an LLM to save time and can easily spot an issue.
- Great for: Creating space for higher-level work
- Watch for: Complacency and skill erosion over time
- Learning
- You're engaged in a conversation to grow your own knowledge.
- Great for: Upskilling or double-checking work
- Watch for: Not quick when you're on a deadline
- Vibe Prompting
- You're asking AI to step in and trusting its output is correct.
- Great for: Brainstorming, prototyping, or low-stakes answers
- Watch for: Costly when untested work reaches people who depend on it
Understanding your mode
Knowing your mode is the key to using AI well.
In low-stakes moments, living on vibes is fine, but a steady habit of low engagement dulls your judgment.
Working iteratively raises your ceiling, but isn’t scalable.
Knowing your mode is how you use AI for growth without eroding your creativity and critical thinking. It means identifying what mode you're in and making sure it fits the situation.
But it is also a guiding principle for those you lead.
- Teams living on vibes push out work no one can fully explain.
- Teams that hand off their judgment slowly stop exercising it.
- Teams that never delegate stay buried in work that isn't worth their attention.
Organizational AI modes
- Delegating
- The team uses AI agents to save time; they can easily spot issues.
- Great for: Increasing capacity
- Watch for: Loss of institutional expertise
- Real work
- Your SMEs go back-and-forth with AI to tackle novel questions or emerging needs.
- Great for: Scaling growth in expertise
- Watch for: Expertise becomes a bottleneck if only a few people can work this way
- Vibe Prompting
- The team plays fast and loose, hoping the AI output is correct.
- Great for: Rapidly brainstorming and testing new ideas
- Watch for: Mistakes could lead to operational or reputational harm
- Learning
- The team uses AI agents for onboarding and reviewing human work.
- Great for: Catching errors, upskilling employees
- Watch for: Overreliance on AI before employees build judgment of their own
Wrapping up
Applying these modes to your AI use, and leading through them is how personal discernment becomes organizational strategy.
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Why this work matters to me
I got into this work because I care about people more than technology, and I’m here to help others who feel the same. If you…
- feel the gravity of this moment and know you can’t afford to sit it out
- believe you and your team can use AI to achieve more than you could without it
- are open to net-new, not just task elimination
- understand AI is more about intelligence than automation
- insist on keeping the mission first and the technology second
…then let’s build companies and communities the next generation can be proud of.
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