Everyone's talking about AI powered apps. Almost nobody explains what's actually happening inside one.
Let me fix that.
Most people experience AI powered apps as a black box. You type something in, something useful comes out, and whatever happened in between feels like magic.
It isn't magic. It's a repeatable structure.. and once you understand it, you start seeing how it applies to almost any business problem.
Here's what's actually happening inside every AI powered app:
Layer 1 - The Input
Something triggers the system. A user types a message. A form gets submitted. A document gets uploaded. A scheduled task fires automatically. This is the entry point, whatever the user or system sends in to start the process.
Layer 2 - The System Prompt
This is the invisible layer most people never see.. and the most important one. Before the AI ever reads the user's input, it receives a set of instructions that defines everything about how it should behave. Its role, its tone, what it knows, what it's allowed to do, what it should never do. This is where the intelligence gets shaped. A vague system prompt produces a generic output. A precise one produces something that feels like it was built specifically for that business.
Layer 3 - The Model
This is Claude, or whichever model is doing the reasoning. It takes the system prompt and the user input together, reasons through them, and produces a response. The model choice matters: more complex tasks need more powerful models. Simpler, high-volume tasks can use faster, cheaper ones. Matching the model to the task is part of the craft.
Layer 4 - The Output
What comes back from the model. This could be a text response, a structured JSON object that feeds into another system, a decision that triggers an automation, or a document that gets saved somewhere. The output format is just as important as the content.. because it determines what the rest of the system can do with it.
Layer 5 - The Action
What happens as a result of the output. An email gets sent. A CRM record gets updated. A Slack message fires. A Bubble database entry gets created. A follow-up task gets scheduled. This is where the AI stops being a conversation and starts being a system.
That's it. Five layers. Every AI powered app.. from a simple chatbot to a complex multi-step agent.. is some version of this structure.
Understanding this changes how you look at your own business.
Because once you see the structure, you start asking a different question. Not "should we use AI?" but "which of our processes maps cleanly onto these five layers?"
That question is usually where the most useful answers live.