
How to scale your AI use cases: A checklist
The business case for AI is realized when the application is scaled, not in the use cases of the pilot phase. Use the checklist below at the outset to ensure the transition...

by Robert Vilkelis Published August 28, 2025 in Brain Circuits • 4 min read
Consider your own communication style. Which of the following describes it best?
a. Lay out all the details to show the full picture.
b. Start with a high-level overview.
c. Use a metaphor to make it more relatable.
a. My area of professional expertise.
b. I rarely use them in a professional setting.
c. Universal human experiences (cooking, navigating, etc.)
a. Use it – but be prepared to explain it if asked.
b. Briefly define the terms as I introduce them.
c. Avoid it entirely and translate concepts into plain language.
A well-chosen metaphor is the fastest path to understanding, as it bridges your new idea to a concept the audience already knows. The key is to ensure the bridge is built on common ground. Avoid niche or technical analogies and instead draw from universal human experiences. For example, compare a team merger to a marriage or a project plan to a recipe. These concepts require no specialist knowledge to grasp. Remember: an obscure metaphor is no more helpful than an opaque explanation. The goal is to open a door, not present another locked one.
The art of simplicity lies in providing the right level of detail: ruthlessly distinguish between what’s interesting to you and what’s necessary for your audience to understand. Before you speak, ask yourself this critical question: “What level of nuance is necessary for this audience to achieve this outcome?”
For example, when announcing a corporate acquisition, does the board need to know the detailed restructuring plan for every department? Or do they simply need to understand the top-level strategic synergies and financial impact? The answer depends on your goal. Calibrate the level of detail to the decision you need, not the information you have.
Your audience won’t grasp complex details without first establishing a simple, stable framework. Start with the “big picture” before layering on nuance. Guide your audience through this structure with explicit signposting and use simple, direct language to show them your path:
This verbal scaffolding helps your audience organize the information in their own minds, making complex ideas feel manageable and logical.
Clarity is not an accident: it’s the result of disciplined, audience-focused choices. By using relatable metaphors, calibrating your level of detail, and building a well-signposted scaffold, you make your expertise accessible and your message powerful.

Robert Vilkelis is an education professional with a track record of designing and delivering large-scale learning experiences that prioritize scalable structure and the people at its core. He has managed complex operations, led multi-layered teams, and driven measurable improvements in learner satisfaction, retention, and impact across international English camps and EdTech spaces.

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